{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 目录\n",
    "1. [数据读取与预处理](#1.数据读取与预处理) \n",
    "2. [经济指标探索性分析](#2.经济指标探索性分析)<br>\n",
    "&emsp;&emsp;2.1 [货币兑美元的汇率变化情况](#2.1)<br> \n",
    "&emsp;&emsp;2.2 [通货膨胀率变化情况](#2.2)<br>\n",
    "&emsp;&emsp;2.3 [其他危机分布情况](#2.3)<br>\n",
    "&emsp;&emsp;2.3 [特征间的相关性](#2.3)<br>\n",
    "3. [构建银行危机预测模型](#3.构建银行危机预测模型)<br>\n",
    "&emsp;&emsp;3.1 [特征编码](#3.1)<br> \n",
    "&emsp;&emsp;3.2 [数据集划分与分层采样](#3.2)<br>\n",
    "&emsp;&emsp;3.3 [SMOTE合成采样](#3.3)<br>\n",
    "&emsp;&emsp;3.4 [建立随机森林预测模型](#3.4)<br>\n",
    "&emsp;&emsp;3.5 [模型评估](#3.5)<br>\n",
    "4. [总结](#4.总结)\n",
    "\n",
    "数据共计1059条，各数据字段含义如下表所示：\n",
    "\n",
    "|字段|含义\n",
    "|:-|:-\n",
    "|case |国家编号，代表特定国家的数字\n",
    "|cc3 |国家代码，三个字母的国家/地区代码\n",
    "|country |国家名称\n",
    "|year |观测年份\n",
    "|systemic_crisis|系统性危机，“ 0”表示当年未发生系统性危机，“ 1”表示当年有发生系统性危机。\n",
    "|exch_usd|该国货币兑美元的汇率\n",
    "|domestic_debt_in_default|国内债务违约，“0”表示当年未发生国内债务违约，“1”表示当年有发生国内债务违约\n",
    "|sovereign_external_debt_default|主权外债违约，“0”表示当年未发生主权外债违约，“1”表示当年有发生主权外债违约\n",
    "|gdp_weighted_default|违约债务总额与GDP之比\n",
    "|inflation_annual_cpi|年度CPI通货膨胀率\n",
    "|independence|独立性，“ 0”表示“无独立性”，“ 1”表示“独立性”\n",
    "|currency_crises|货币危机，“ 0”表示当年未发生“货币危机”，“ 1”表示当年有发生“货币危机”\t\n",
    "|inflation_crises|通胀危机，“ 0”表示当年未发生“通胀危机”，“ 1”表示当年有发生“通胀危机”\n",
    "|banking_crisis|银行业危机，“ no_crisis”表示当年没有发生银行业危机，而“ crisis”表示当年有发生银行业危机。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.数据读取与预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>case</th>\n",
       "      <th>cc3</th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>systemic_crisis</th>\n",
       "      <th>exch_usd</th>\n",
       "      <th>domestic_debt_in_default</th>\n",
       "      <th>sovereign_external_debt_default</th>\n",
       "      <th>gdp_weighted_default</th>\n",
       "      <th>inflation_annual_cpi</th>\n",
       "      <th>independence</th>\n",
       "      <th>currency_crises</th>\n",
       "      <th>inflation_crises</th>\n",
       "      <th>banking_crisis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>19</td>\n",
       "      <td>EGY</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>1952</td>\n",
       "      <td>0</td>\n",
       "      <td>3.484000e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-10.254839</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>no_crisis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>15</td>\n",
       "      <td>CIV</td>\n",
       "      <td>Ivory Coast</td>\n",
       "      <td>1989</td>\n",
       "      <td>1</td>\n",
       "      <td>3.050000e+02</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.986000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>crisis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>70</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1923</td>\n",
       "      <td>0</td>\n",
       "      <td>4.590000e-27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-4.032258</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>no_crisis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>19</td>\n",
       "      <td>EGY</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>1982</td>\n",
       "      <td>1</td>\n",
       "      <td>7.000000e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.900000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>crisis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>38</td>\n",
       "      <td>MUS</td>\n",
       "      <td>Mauritius</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "      <td>2.226500e+01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.831000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>no_crisis</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     case  cc3      country  year  systemic_crisis      exch_usd  \\\n",
       "375    19  EGY        Egypt  1952                0  3.484000e-01   \n",
       "257    15  CIV  Ivory Coast  1989                1  3.050000e+02   \n",
       "971    70  ZWE     Zimbabwe  1923                0  4.590000e-27   \n",
       "405    19  EGY        Egypt  1982                1  7.000000e-01   \n",
       "555    38  MUS    Mauritius  1997                0  2.226500e+01   \n",
       "\n",
       "     domestic_debt_in_default  sovereign_external_debt_default  \\\n",
       "375                         0                                0   \n",
       "257                         0                                1   \n",
       "971                         0                                0   \n",
       "405                         0                                0   \n",
       "555                         0                                0   \n",
       "\n",
       "     gdp_weighted_default  inflation_annual_cpi  independence  \\\n",
       "375                   0.0            -10.254839             1   \n",
       "257                   0.0              0.986000             1   \n",
       "971                   0.0             -4.032258             0   \n",
       "405                   0.0             14.900000             1   \n",
       "555                   0.0              6.831000             1   \n",
       "\n",
       "     currency_crises  inflation_crises banking_crisis  \n",
       "375                0                 0      no_crisis  \n",
       "257                0                 0         crisis  \n",
       "971                0                 0      no_crisis  \n",
       "405                0                 0         crisis  \n",
       "555                1                 0      no_crisis  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入相应模块\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties\n",
    "font = FontProperties(fname = \"./input/SimHei.ttf\", size=14)\n",
    "\n",
    "\n",
    "\n",
    "# 设置绘图风格\n",
    "%matplotlib inline\n",
    "sns.set(style='whitegrid')\n",
    "\n",
    "# 忽略所有警告\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# 读取数据\n",
    "data = pd.read_csv('./input/african_crises.csv')\n",
    "data.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先我们查看一共有哪些国家。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Algeria', 'Angola', 'Central African Republic', 'Ivory Coast',\n",
       "       'Egypt', 'Kenya', 'Mauritius', 'Morocco', 'Nigeria',\n",
       "       'South Africa', 'Tunisia', 'Zambia', 'Zimbabwe'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_countries = data.country.unique()\n",
    "unique_countries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到数据中一共包含13个非洲国家，按顺序分别为阿尔及利亚，安哥拉，中非共和国，象牙海岸，埃及，肯尼亚，毛里求斯，摩洛哥， 尼日利亚，南非，突尼斯，赞比亚和津巴布韦。接下来我们使用描述性统计函数查看数据的基本情况以及数据中是否存在缺失和异常。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1059 entries, 0 to 1058\n",
      "Data columns (total 14 columns):\n",
      " #   Column                           Non-Null Count  Dtype  \n",
      "---  ------                           --------------  -----  \n",
      " 0   case                             1059 non-null   int64  \n",
      " 1   cc3                              1059 non-null   object \n",
      " 2   country                          1059 non-null   object \n",
      " 3   year                             1059 non-null   int64  \n",
      " 4   systemic_crisis                  1059 non-null   int64  \n",
      " 5   exch_usd                         1059 non-null   float64\n",
      " 6   domestic_debt_in_default         1059 non-null   int64  \n",
      " 7   sovereign_external_debt_default  1059 non-null   int64  \n",
      " 8   gdp_weighted_default             1059 non-null   float64\n",
      " 9   inflation_annual_cpi             1059 non-null   float64\n",
      " 10  independence                     1059 non-null   int64  \n",
      " 11  currency_crises                  1059 non-null   int64  \n",
      " 12  inflation_crises                 1059 non-null   int64  \n",
      " 13  banking_crisis                   1059 non-null   object \n",
      "dtypes: float64(3), int64(8), object(3)\n",
      "memory usage: 116.0+ KB\n"
     ]
    }
   ],
   "source": [
    "# 查看数据的类型及缺失值\n",
    "data.info()\n",
    "# data[data.isnull()].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到除了国家代码`cc3`、国家名称`country`和银行危机`banking_crisis`这三个字段为字符型之外，其余均为数值类型，且数据中不存在缺失值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>case</th>\n",
       "      <th>cc3</th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>systemic_crisis</th>\n",
       "      <th>exch_usd</th>\n",
       "      <th>domestic_debt_in_default</th>\n",
       "      <th>sovereign_external_debt_default</th>\n",
       "      <th>gdp_weighted_default</th>\n",
       "      <th>inflation_annual_cpi</th>\n",
       "      <th>independence</th>\n",
       "      <th>currency_crises</th>\n",
       "      <th>inflation_crises</th>\n",
       "      <th>banking_crisis</th>\n",
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       "  <tbody>\n",
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       "      <th>count</th>\n",
       "      <td>1059.000000</td>\n",
       "      <td>1059</td>\n",
       "      <td>1059</td>\n",
       "      <td>1059.000000</td>\n",
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       "      <td>1059.000000</td>\n",
       "      <td>1059.000000</td>\n",
       "      <td>1059.000000</td>\n",
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       "      <td>1.059000e+03</td>\n",
       "      <td>1059.000000</td>\n",
       "      <td>1059.000000</td>\n",
       "      <td>1059.000000</td>\n",
       "      <td>1059</td>\n",
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       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>NaN</td>\n",
       "      <td>EGY</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no_crisis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>35.613787</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1967.767705</td>\n",
       "      <td>0.077432</td>\n",
       "      <td>43.140831</td>\n",
       "      <td>0.039660</td>\n",
       "      <td>0.152975</td>\n",
       "      <td>0.006402</td>\n",
       "      <td>2.084889e+04</td>\n",
       "      <td>0.776204</td>\n",
       "      <td>0.132200</td>\n",
       "      <td>0.129367</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>23.692402</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.530632</td>\n",
       "      <td>0.267401</td>\n",
       "      <td>111.475380</td>\n",
       "      <td>0.195251</td>\n",
       "      <td>0.360133</td>\n",
       "      <td>0.043572</td>\n",
       "      <td>6.757274e+05</td>\n",
       "      <td>0.416984</td>\n",
       "      <td>0.349847</td>\n",
       "      <td>0.335765</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1860.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-2.850214e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>15.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1951.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.195350</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.086162e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>38.000000</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>1973.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.868400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.762330e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>56.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1994.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.462750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.164405e+01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>70.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>744.306139</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>2.198970e+07</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               case   cc3 country         year  systemic_crisis     exch_usd  \\\n",
       "count   1059.000000  1059    1059  1059.000000      1059.000000  1059.000000   \n",
       "unique          NaN    13      13          NaN              NaN          NaN   \n",
       "top             NaN   EGY   Egypt          NaN              NaN          NaN   \n",
       "freq            NaN   155     155          NaN              NaN          NaN   \n",
       "mean      35.613787   NaN     NaN  1967.767705         0.077432    43.140831   \n",
       "std       23.692402   NaN     NaN    33.530632         0.267401   111.475380   \n",
       "min        1.000000   NaN     NaN  1860.000000         0.000000     0.000000   \n",
       "25%       15.000000   NaN     NaN  1951.000000         0.000000     0.195350   \n",
       "50%       38.000000   NaN     NaN  1973.000000         0.000000     0.868400   \n",
       "75%       56.000000   NaN     NaN  1994.000000         0.000000     8.462750   \n",
       "max       70.000000   NaN     NaN  2014.000000         1.000000   744.306139   \n",
       "\n",
       "        domestic_debt_in_default  sovereign_external_debt_default  \\\n",
       "count                1059.000000                      1059.000000   \n",
       "unique                       NaN                              NaN   \n",
       "top                          NaN                              NaN   \n",
       "freq                         NaN                              NaN   \n",
       "mean                    0.039660                         0.152975   \n",
       "std                     0.195251                         0.360133   \n",
       "min                     0.000000                         0.000000   \n",
       "25%                     0.000000                         0.000000   \n",
       "50%                     0.000000                         0.000000   \n",
       "75%                     0.000000                         0.000000   \n",
       "max                     1.000000                         1.000000   \n",
       "\n",
       "        gdp_weighted_default  inflation_annual_cpi  independence  \\\n",
       "count            1059.000000          1.059000e+03   1059.000000   \n",
       "unique                   NaN                   NaN           NaN   \n",
       "top                      NaN                   NaN           NaN   \n",
       "freq                     NaN                   NaN           NaN   \n",
       "mean                0.006402          2.084889e+04      0.776204   \n",
       "std                 0.043572          6.757274e+05      0.416984   \n",
       "min                 0.000000         -2.850214e+01      0.000000   \n",
       "25%                 0.000000          2.086162e+00      1.000000   \n",
       "50%                 0.000000          5.762330e+00      1.000000   \n",
       "75%                 0.000000          1.164405e+01      1.000000   \n",
       "max                 0.400000          2.198970e+07      1.000000   \n",
       "\n",
       "        currency_crises  inflation_crises banking_crisis  \n",
       "count       1059.000000       1059.000000           1059  \n",
       "unique              NaN               NaN              2  \n",
       "top                 NaN               NaN      no_crisis  \n",
       "freq                NaN               NaN            965  \n",
       "mean           0.132200          0.129367            NaN  \n",
       "std            0.349847          0.335765            NaN  \n",
       "min            0.000000          0.000000            NaN  \n",
       "25%            0.000000          0.000000            NaN  \n",
       "50%            0.000000          0.000000            NaN  \n",
       "75%            0.000000          0.000000            NaN  \n",
       "max            2.000000          1.000000            NaN  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe(include = 'all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过观察统计性指标，我们看到年份`year`的最大最小值分别为2014年和1860年，埃及的统计记录最多，有155条数据。同时我们也发现一个异常，货币危机`currency_crises`的取值范围为0、1，但数据中出现了取值2，我们需要单独进行处理，且其余指标无明显异常。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>case</th>\n",
       "      <th>cc3</th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>systemic_crisis</th>\n",
       "      <th>exch_usd</th>\n",
       "      <th>domestic_debt_in_default</th>\n",
       "      <th>sovereign_external_debt_default</th>\n",
       "      <th>gdp_weighted_default</th>\n",
       "      <th>inflation_annual_cpi</th>\n",
       "      <th>independence</th>\n",
       "      <th>currency_crises</th>\n",
       "      <th>inflation_crises</th>\n",
       "      <th>banking_crisis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2</td>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>0.005692</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2672.230000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>crisis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2</td>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>1999</td>\n",
       "      <td>0</td>\n",
       "      <td>5.579920</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>248.248000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>no_crisis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>56</td>\n",
       "      <td>ZAF</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>1967</td>\n",
       "      <td>0</td>\n",
       "      <td>0.709300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.151508</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>no_crisis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>63</td>\n",
       "      <td>TUN</td>\n",
       "      <td>Tunisia</td>\n",
       "      <td>1958</td>\n",
       "      <td>0</td>\n",
       "      <td>0.419700</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.06</td>\n",
       "      <td>5.216941</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>no_crisis</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     case  cc3       country  year  systemic_crisis  exch_usd  \\\n",
       "142     2  AGO        Angola  1995                0  0.005692   \n",
       "146     2  AGO        Angola  1999                0  5.579920   \n",
       "775    56  ZAF  South Africa  1967                0  0.709300   \n",
       "840    63  TUN       Tunisia  1958                0  0.419700   \n",
       "\n",
       "     domestic_debt_in_default  sovereign_external_debt_default  \\\n",
       "142                         1                                1   \n",
       "146                         1                                1   \n",
       "775                         0                                0   \n",
       "840                         0                                1   \n",
       "\n",
       "     gdp_weighted_default  inflation_annual_cpi  independence  \\\n",
       "142                  0.00           2672.230000             1   \n",
       "146                  0.00            248.248000             1   \n",
       "775                  0.00              2.151508             1   \n",
       "840                  0.06              5.216941             1   \n",
       "\n",
       "     currency_crises  inflation_crises banking_crisis  \n",
       "142                2                 1         crisis  \n",
       "146                2                 1      no_crisis  \n",
       "775                2                 0      no_crisis  \n",
       "840                2                 0      no_crisis  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['currency_crises'] == 2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到存在异常的数据只有4条，我们直接进行删除。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1055, 14)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data[data['currency_crises'] != 2]\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.经济指标探索性分析\n",
    "\n",
    "在二战之后，当今世界的格局初步形成，在60年代之后，非洲掀起了摆脱殖民主义的独立浪潮。由于几百年的历史原因，非洲大陆是地球上发展最落后的地区，多数国家经济政治发展较为落后，人口素质较低，经济体系较为脆弱，各种危机时常发生。接下来我们通过该数据集分析一下在独立前后的各个国家的经济发展以及面临经济危机的情况。首先我们绘制13个国家的货币兑美元的汇率变化情况的折线图。\n",
    "\n",
    "## <a id=2.1></a> 2.1 货币兑美元的汇率变化情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "_kg_hide-input": true,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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y8ix/58pbZ2YoPDPDYUhISLkzIELZGROVUq7WK4C0tDQmTJjADTfcQO/evalbty579uzxxGUJIfyUUgq1dy3sWw+NuqFdeCOawT2t9rXh9RKuqKiIOXPmsGTJElatWsX27dvZunUrU6dOZcaMGXz66acopfjggw+8HZrHrV69mksuuYRvvvmGDRs28NVXX3Hbbbe51lIA6NWrF+vWrUMpRXp6Otu2bUPTNC655BJWrVqF2WzGbrdz5513Vjrb0qFDhzAYDNx2222uc56duITwNc899xzPPfec3mGIChRnW8AZXDP8iarlrbPFxMTQtGlTNm7cCMCaNWtcj11yySWuLpJHjx7lxx9/dC2MDPDLL7/QrFkzJk2aRJcuXSRviUpJzgg+SjlRv3xYUkw164XWbZJPFFOgQ0HlcDhwOp0UFRVht9ux2+0YjUaPrDjva5YvX864ceNKbRs3bhw7d+509QW+9tpriYqKIiUlhUcffZSGDRsSHh5Ov379GDBgANdeey1Dhw6lXbt2jBgxosJztWvXjvbt2zN48GBGjBhBZGQkJ06c8Oj1CSG8TylF0dHTFbYKuIv1zynTTclSUAWTquStv3v66adZtGgRI0aMYOfOna5eFI8//jjfffcdKSkp3HHHHcyePbvUVPOXXnopTqeTIUOGcO2119KoUSO3LCcihAgMavfKkqnQW/VD6zJOl659FdGUp7NwOZYsWcKzzz5LeHg4PXr04Oabb+aZZ57hf//7HwCHDx9mypQpVVrvorKFtoxGI+edd55bY/e0TZs2oZSid+/enD59mnHjxvHOO+8QFxfnsXP+8ccf2O12jx1fCOE5xl+KCf3ZhrWvCWcjz/XiPnOeousiIbT6C9iW5++L2gaTM7mrvIV9Kxs35A8L+y5cuJBrr72W5ORkPvvsM9asWeP2dabKu0/+uviot8j9qZjcm8r5wv1RBzehdr4HLXqjnX9tjRZSr42KXrPP8PoYqr179/LRRx/x1VdfERMTw0MPPcSWLVvK7FfdG1XeBZ5rxXlvqU4C7NixIw8//DCvvvoqAPfeey8NGzb0ZHjlrjgPvvEHVBMSt/f5a+z+HvfpX7I4+vNuABqGJFOvWwuPnfP4nr2Y4/Podkn3Gh/jTNznWnFe+LeGDRty0003YTQaiY2NZc6cOXqHJITwYypjN+qXD6BeR7ROo71eTFWF1wuqzZs307NnTxITE4GS7n3/+c9/gmrF+co0adLE1VInRDB5+umnAZm5qaosaWaOL/2N8CbRKIei6NApt5+jOLuIY2/uxpZnxVFkJ+q8eLefQwSekSNHumakFcJTJGcEB3XqOOqH/0BMA7RuN/nMmKm/83rnw3bt2rF161YKCwtRSrFhwwZ69OgRVCvOCyHKMplMQdv9q9qcihPv/oYWaqDJTR2JbBlH0ZHTKKf7enA7bU6OvbWH4hwrsRckk9C7EUmDm7vt+EIIURuSMwKfUgq17TUwmtAuuR0t1HcXlfd6C9Vll13G7t27GTlyJKGhoZx//vlMmTKFq666yiMrziulfLJp0FfoMIROiHLJavdVF/KbHcuxYhpNbE9ovInI5jHkbj6BNc1MeKNot5wjfdV+LMcKaHJzR2I6JbrlmKJqJG9VTvKWAMkZQaEoB8yZaJ2vQ4uoo3c0ldJlHaopU6YwZcqUUts8seJ8eHg42dnZJCYmSnIqh1KK7OzsctexEkL4JluuhdCfi4lun0Bs15I1oSKaxQJQdPhUrQsq5VRkfXmU3C1pJPZtLMWUl0neqpzkLSGCSN7Rkv/jm+obRxXoUlB5S+PGjTl27BiZmZm6xlFcXExYWJiuMVQkPDycxo0b6x2GEK6B648//rjOkfi2k6sOgIL6o89zveEOTQwnJDqUwsOnqdOr5se25Vk5vnQvhX/kE9ulLslXN3dP0KLKzpW3fDmfeIvkLQGSM4KByj8KmgFiG+kdyjkFdEEVGhpKixaem/WqqlJTU8udRU8I8RdPLg0QKJzFDgp2ZeNobSQs4a9P6DVNI6JZTK0mpnBaHRxetBNbvpUGY9sQ36OetJDo4Fx5S/KJECUkZ/g2dewHCItBS25X84PkHSmZjCIk1H2BeUhAF1RCCP9x11136R2Czys8eArlUDgalJ3lKKJZLAW/5uAotBESWf3kc3Llfoqzimh2R2eZzU8I4fMkZ/guVVyA+ukdCI2A/v9EM1a/i65SCvKPQnJHD0Tofr6zxLAQQohKmf/IA4OGM7lsQRXZPAaAoiOnAbCbbWSsO8iB+alY0wsrPe7pX7LI++4kiX2bSDElhBCido5uA6cdrKdh/4aaHcOSD9bTaPFN3Bubh0gLlRDCJ8yaNQuAmTNn6hyJ7yr8Pa+ka1+oo8xj4U1iQIO0ZX9gjA3DesKMs9iBZjRwfMleWtzXFc1Y9jM0a3ohJ97fR3ijaJIHN/PGZQghRK1JzvBNSinUoc1QpwWEx6L++BKaX45miqnegfL/nJAizj8KKmmhEkL4hHr16lGvXj29w/BZjiI7RUdOE9U6vtzHQ8KNJPZrQmhCOJrRQGyXurSc2o3GE9phOV5AxqeHyzzHetLMof/7Gc1goNGN7cstuIQQwhdJzvBR2X9AQTpa88vQ2g8DuxW179PqHyf/KKBBnO9PSAHSQiWE8BG33Xab3iH4tML9+aAoKajys8vdp97QspMZhDeIIv7i+mR/eZSY9glEtiwZyF2cXcSh/9uJZtBodmdnTEkRngzf761atYrFixcD0Lt3bx555BH27NnD9OnTKSgooHv37syaNQujUdKqEN4gOcM3qUObS8ZONboQLSQM1bQnHNqEatUXLbLqy3CovKMQnVyj8Vd6kI8jhRDCD5h/z0MLNRDRPLbaz60/ohUh0aFkf3XMtS3nmxM4i+wlxVRypDtDDThFRUXMmTOHJUuWsGrVKrZv387WrVuZOnUqM2bM4NNPP0UpxQcffKB3qEIIoRtlPQ0nfoImF6OFlCzvoLUbUvLY3o+rd7D8o+An46dACiohhI+YMWMGM2bM0DsMn2X+I4/IFrEYatAtz2AKIa5bMqf35GA321AORf5PGUR3TJRiqgocDgdOp5OioiLsdjt2ux2j0YjFYqFr164AjBw5kvXr1+sbqBBBRHKGDzryHSgHWrPLXJu0iDrQsg8c3YZzyws4f1mGOvItypJf4WGU9TQU5aL5yfgpkC5/Qggf0ayZTIhQEXuBDesJM3G1WGg3vns9cr4+zqkdmYQlhuM4bSOuW7L7ggxg0dHR3HvvvQwePJjw8HB69OhBaGgoSUlJrn2SkpJIT0/XMUohgovkDN+ilBN1eAsktEKLbVDqMa3NYJTTCbkH4fAWlKMYIurAlTPLX2Mq/8/eFHFNvRC5e0hBJYTwCZMnT9Y7BJ9lOV4AQESzas6SdBZTwyhM9SPJ355BWN1wDBFGojskuCvEgLZ3714++ugjvvrqK2JiYnjooYfYsmVLmf1qshDyrl27qv2c1NTUaj8nWMi9qVwg3Z8LLrgAcN81BdK98YRz3Z9oywlamzM5FNae3HL3bQFRLSDSSazlGK2yv+DopnfJjOlUZs96p36mIfDzoSwcfy4F4uukoBJCCB9nTTMDYGoQVeNjaJpGXLdkMj4+hOV4AXHdkmvUfTAYbd68mZ49e5KYWDKgeuTIkfznP/8hKyvLtU9mZibJydVv8evUqRMmk6nK+6emptKtW7dqnycYyL2pnNyfism9qVxV7o/6LQOVBS16DaflOSeSuAjnt8dpnPcrTS69Fi209KRIzh9+Antdul7Uq5aRu4/Vaq30AzDJpkIInzBt2jSmTZumdxg+yZpmJiQmFGN0WK2Oc6aLn7I5pbtfNbRr146tW7dSWFiIUooNGzbQo0cPTCaT61PblStX0rt3b50jFSJ4SM7wLcqcBaa4Ks/Kp7UfBsXmknWq/s7PJqQAaaESQviINm3a6B2Cz7KcLCS8fs1bp84IrRNOZOt4bNlFrunTxblddtll7N69m5EjRxIaGsr555/PlClTuOqqq5g+fTpms5kOHTowceJEvUMVImhIzvAxhZkQVbfKu2vxTVENL4T9X6Ja9EYLL5nBVtkKwZyF1tR3WqeqQgoqIYRPmDRpkt4h+CTlVFhPmqlzSYNz71wFjSe0w2lzohmqP94nmE2ZMoUpU6aU2tauXTuWLVumU0RCBDfJGT7GnAVJ7ar1FK39UFTaDtS+9Widry3ZeGZCCmmhEkII4S62HAuq2ImpgXumNzfG1K7boBBCCHE25SgGSz5aVNK5dz6LFl3vz4V/N+NUChxWOJVW8qAfTZkOMoZKCOEjHn74YR5++GG9w/A5lj8npAivxYQUQggRaCRn+BDznxP0VKPL3xla2yFgioHj2yHrd3DaoWlPNFPNZ7XVg7RQCSF8wvnnn693CD7JNcOfG8ZQCSFEoJCc4UPOFFSRNSioIuLRBs5xc0DeJwWVEMInTJgwQe8QfJI1rZDQxHAMphC9QxFCCJ8hOcOHFJ5poapel79AIl3+hBDCh1nTzLVaf0oIIYTwJGXOBGM4hAVvrtKloNqwYQMjR45k0KBBzJ49G4CtW7eSkpLCgAEDWLBggR5hCSF09MADD/DAAw/oHYZPcdqdWDMLCXfThBRCCBEoJGf4EHMWRCWhacE7e6zXu/wdPXqUmTNn8uGHH5KYmMiNN97Ixo0bmTlzJkuWLKFBgwbceuutbNy4kT59+ng7PCGETi666CK9Q/A5xRmF4JTxU0II8XeSM3yIOQviGukdha68XlB9/vnnDBkyhPr16wOwYMECDh8+TLNmzWjSpGSKxJSUFNavXy8FlRBB5Prrr9c7BJ9jOf7nhBTS5U8IIUqRnOEblHJCYTY06KJ3KLryekF1+PBhQkNDufnmm8nMzKRv3760bt2apKS/BrIlJyeTnp7u7dCEEMJn2AtsZH5yCGO8CVNyhN7hCCGEEGUV5YJyoNVgyvRA4vWCyuFwsH37dpYsWUJkZCR33HEHERFl3yxUtx/mrl273BWiR6SmpuodQo1I3N7lr3FD7WN/9tlnAZg6dao7wqkyn7znTkXYBguGfCfWAeH8uOOnMrv4ZNxV4K9xCyF8yz333APASy+9pHMkQa4Wa1AFkhoXVAsXLqz08bvuuqvc7XXr1qVnz54kJCQAcOWVV7J+/XpCQv6aEjgjI4Pk5ORqxdOpUydMJlO1nuMtqampdOvWTe8wqk3i9i5/jRvcE/uoUaMAvHoPfPWen1x1gJyTx2g4ri3xF9Ur87ivxn0uZ+K2Wq0e/RCspvlJCOE/Lr/8cr1DEHBWQRW8U6ZDLQqq3NxcAA4cOMDBgwfp378/RqORL7/8krZt21b4vL59+/LII49w6tQpoqKi2LRpE4MGDWLx4sUcPnyYxo0bs3btWtebKyFEcBgzZozeIfiEgt9yyfn6GHUubVBuMSXOrab5SQjhPyRn+AZlzgQtBCLq6B2KrmpcUM2YMQOAiRMnsnz5cleL0+23384dd9xR4fO6dOnC5MmTGTduHDabjUsvvZTrr7+eli1bcvfdd2O1WunTpw+DBg2qaWhCCOGXHGYbJ/73G2H1Iqk3rKXe4fitmuYnIYQQ1VSYBZGJaFpwL21b6zFUmZmZrmQFEBsbS3Z2dqXPGT16NKNHjy61rWfPnqxevbq24Qgh/NSZN7qLFi3SORL9pH34O/bTNlrc3BFDWMi5nyAqVZP8JITwD5IzfIQ5K+jHT4EbCqq2bdvy2GOPMXz4cJRSLFu2jC5dgnvqRCFE9V111VV6h6CroqOnOfVzFkmDmxHRJEbvcAKC5CchAlew5wxfoJQCcyYktNA7FN3VuqCaPXs2L730EnPmzEHTNHr37i0DfoUQ1TZixAi9Q9BV3vcn0UINJFwe3IsjupPkJyECV7DnDJ9gM4PdghbkE1KAGwqq6Ohopk2bBsDRo0c5efIk4eHhtQ5MCCGChbPYQX5qBrGd6xIS4fXVLAKW5CchhPCgMzP8RUqXv1qPIHv33Xd58MEHycnJYezYsUyfPp3nnnvOHbEJIYLIlClTmDJlit5h6OLUziycFgfxl9TXO5SA4s78tGHDBkaOHMmgQYOYPXs2AFu3biUlJYUBAwawYMECd4YuhDiHYM4ZPkPWoHKpdUG1bNkyHnvsMdavX0+/fv34+OOP2bJliztiE0IEkZSUFFJSUvQOQxd5350krG44ka3i9A4loLgrPx09epSZM2eyaNEi1qxZw+7du9m4cSPTpk1j0aJFrFu3jl27drFx40YPXIUQojzBnDN8hjmz5H8pqGrf5U/TNOrWrcu3337L4MGDMRqNOJ1Od8QmhAgiwZoYizOLKNyfT/LVzdE0Te9wAoq78tPnn3/OkCFDqF+/pAVxwYIFHD58mGbNmtGkSROg5Pd3/fr19OnTx63XIIQoX7DmDF+izFkQHocWEqZ3KLqrdQtVWFgYr732Gtu2bePSSy/l3XffJSIiwh2xCSGCiN1ux2636x2G153enQNAXLdknSMJPO7KT4cPH8bhcHDzzTczbNgw3n33XTIyMkhK+msgdnJyMunp6e4MXwhRiWDNGT6lMFPGT/3JLbP8vfHGGzz99NPExcWRmprq6l8uhBBVdWZNkcWLF+sciXdZT5oJiTRijDfpHUrAcVd+cjgcbN++nSVLlhAZGckdd9xRbmFWkxbGXbt2Vfs5qamp1X5OsJB7U7lAuj9z5swB4PHHH3fL8QLp3nhCefenY24ap8MbckTuXe0LqlatWrl+qQGZkEIIUSPXXHON3iHownqyEFP9SOnu5wHuyk9169alZ8+erkWCr7zyStavX09IyF+LL2dkZJCcXP1Wxk6dOmEyVb2YTk1NpVu3btU+TzCQe1O5QLs/kydPBnDLNQXavXG38u6PctpRx96gbpM2JLUL/HtntVor/QCs1gVVRX1Y16xZU9tDCyGCyJAhQ/QOweuUUlhPmom7ULr7eYK78lPfvn155JFHOHXqFFFRUWzatIlBgwaxePFiDh8+TOPGjVm7di2jRo1yR9hCiCoIxpzhUyz5Jf9H1NE3Dh9R64JqxowZrq9tNhtffPFFjT6lE0IEN4vFAhBU6wTZ84txWhyY6kfqHUpAcld+6tKlC5MnT2bcuHHYbDYuvfRSrr/+elq2bMndd9+N1WqlT58+DBo0yJ3hCyEqEYw5w6ecKajCZXZacENB1aNHj1Lf9+rVi7Fjx3L77bfX9tBCiCByzz33AME1hsp60gyAqX6UzpEEJnfmp9GjRzN69OhS23r27Mnq1atrFaMQomaCMWf4FEteyf/h8XpG4TNqXVD9XW5uLhkZGe4+rBAiwP39zWowsJ4sBJAWKi+R/CRE4AjGnOFTis50+ZMWKvDAGKoTJ05w3XXX1fawQoggM2DAAL1D8DrryUJCokIxxsgaHp4g+UmIwBWMOcOXKEseGIwQKj0swM1jqDRNIyEhgVatWgFw6NAhmjdvXttTCCGCQEFBAQDR0dE6R+I91pNmaZ3yIMlPQgSuYMwZPsWSV7Kor8xQC3hgDNXZ7r//flasWFHbUwghgsADDzwABE9/eKUU1vRCWdDXgyQ/CRG4gi1n+BxLvoyfOovbx1CdTSnlycMLIQLI2LFj9Q7Bq+x51j9n+JPuEnqQ/CSEfwu2nOFzivIhrrHeUfgMjxZU0gwohKiqfv366R2CV8mEFPqS/CSEfwu2nOFLlFIlXf7qd9I7FJ9h0DsAIYQAyMvLIy8vT+8wvOavgkpaqIQQorqCLWf4FLsFHMVosgaVi0dbqIQQoqoefvhhIHj6w1tPmgmJDsUYHap3KEII4XeCLWf4lKK8kv9lDJWLFFRCCJ9www036B2CV9lyrYQlhusdhhBC+KVgyxk+xbWor7RQneHRgupcU9I+/fTT5ObmMm/ePPbs2cP06dMpKCige/fuzJo1C6NR6j0hgkXv3r31DsGr7GYboQlSUOlFpkwXwr8FW87wKZYzi/rG6xqGL6l1xZKVlcWHH35IdnZ2qe3Tp09nwYIFFT7v22+/ZcWKFVxxxRUATJ06ldmzZ9O1a1emTZvGBx98wLhx42obnhDCT5x5DUlMTNQ5Eu9wnLYR0SRG7zACWk3zkxDC9wVbzvAp0kJVRq0npbj//vvZtWsXcXFxxMfHu/5VJi8vjwULFnDbbbcBcPz4cSwWC127dgVg5MiRrF+/vrahCSH8yGOPPcZjjz2mdxheoZTCbrYRIuOnPKom+UkI4R+CKWf4GlWUD6GRaCFheofiM9zSQrVkyZJqPeeJJ57g/vvvJy0tDYCMjAySkpJcjyclJZGenl6tY+7atata+3tbamqq3iHUiMTtXf4aN9Q+9ksuucQtx6kuXe65VRHhVJzMTedYak6NDuGvvyvejLsm+UkI4R8mTZqkdwjBy5IvrVN/U+uCKikpiby8vCp/6vfhhx/SoEEDevbsyfLly4HyF1is7hohnTp1wmQyVes53pKamkq3bt30DqPaJG7v8te4wT2x63Htet1za0Yh+9lOs/YtiO9Wr9rP99fflTNxW61Wr3wIVt38JITwH7169dI7hOBlyZMZ/v6mxgXV7NmzAQgJCWHMmDH06tWL0NC/uq9Mnz693OetW7eOzMxMhg8fTn5+PoWFhWiaRlZWlmufzMxMkpOTaxqaEMIPnWmVrlev+gWGv3EU2ABkynQPqWl+EkL4j2DKGT7HkgexDfSOwqfUuKA684lft27dqvVJ6Ztvvun6evny5Wzbto25c+cydOhQ16eXK1eulNlbhAgyM2bMAIJjTRH7nwVVSJQUVJ5Q0/wkhPAfwZQzfIlSTrCckhaqv6lxQXXXXXcBYLPZ+OSTTxg2bBiZmZl8/PHHTJw4sdrHmz9/PtOnT8dsNtOhQ4caHUMI4b8mT56sdwhe42qhipEBvZ7g7vwkhPA9wZQzfIrlFKDQZAxVKbUeQ/Xkk09iNpsZNmwYBoOB1NRUjh07VqUuFSNHjmTkyJEAtGvXjmXLltU2HCGEn+rRo4feIXiN3fxnC5V0+fOo2uSnisj6iUL4hmDKGT7lzBpU0kJVSq2nTf/pp594/vnngZK1AF588UW+//77WgcmhAgux48f5/jx43qH4RWO08UYTCEYjLV+CRaVcHd+OrN+4hlTp05lxowZfPrppyil+OCDD2odsxCiaoIpZ/gUWYOqXLXO5jabjeLiYtf3dru9tocUQgShWbNmMWvWLL3D8ApZg8o73JmfZP1EIXxLMOUMn3KmhSoiXtcwfE2t+yZcccUV3HzzzQwfPhxN01i7dq1MKCGEqLYzb1SDgaPAJjP8eYE785Mn1k+Emq2h6K9rkHmD3JvKBdL96dOnD+C+awqke+MJZ+5Pg/w91EPjp137QJNeFmfUuqB6+OGHWbp0KV9++SVGo5GrrrqK66+/3h2xCSGCyIUXXqh3CF5jL7ARWsc3180LJO7KT55aPxGqv4aiv65B5g1ybyoXaPfHndcSaPfG3c6+P84ffwVbHN26X6RzVN51rvUTa11QHTp0iIkTJ5aaOWnjxo2uTw6EEKIqDh8+DECzZs10jsTzHAU2IppE6x1GwHNXfpL1E4XwPcGUM3yKJV/GT5Wj1m11EyZMYN26dUBJ//S5c+cyc+bMWgcmhAguc+bMYc6cOXqH4XFKqT/HUMmU6Z7mrvz05ptvsnbtWlatWsU999xDv379mDt3LiaTydUNRtZPFMK7giVn+BxLnoyfKketW6jefvttHnjgAbZu3cru3btp2bIlq1evdkdsQoggcmbtoEDntDjAoWQMlRd4Oj/J+olC6CdYcobPKcqHum30jsLn1Lqgat26NTfffDPTp0+nTp06PPPMM8TGxrojNiFEEOncubPeIXiF/c9FfUOipKDyNE/kJ1k/UQjfECw5w5couxXsRWiyBlUZtS6o7rvvPn777Tc+/PBDDhw4wI033sgtt9zCpEmT3BCeECJY7N+/H4BWrVrpHIlnOQpKpvGWFirPk/wkROAKlpzhU2RR3wrVegxVREQEK1aswGAwMGTIEN5++21Zi0MIUW1PP/00Tz/9tN5heJyrhUoKKo+T/CRE4AqWnOFTZFHfCtW6heq6666jf//+GI1G3nvvPcaPH8+iRYvcEZsQIojcd999eofgFY4/CyppofI8yU9CBK5gyRk+RRb1rVCtW6ieeeYZ3nrrLeLj46lfvz7PPPMM//rXv9wRmxAiiHTo0IEOHTroHYbH/dVCJbP8eZrkJyECV7DkDJ9SlFfyv7RQlVHrgspisXDeeee5vu/Tpw92u722hxVCBJl9+/axb98+vcPwOEeBDYMpBEOorDDvaZKfhAhcwZIzfIkqyoUQExjD9Q7F59S6y5/RaCQ/P9+1QvyBAwdqtFq8ECK4zZ8/H4DFixfrHIln2QuKZfyUl0h+EiJwBUvO8CmnTkBsA3kdLUetC6rbb7+dG264gaysLB544AG2bNnCk08+6Y7YhBBB5KGHHtI7BK9wFNhk/JSXSH4SInAFS87wFUopOHUMGl6odyg+qdYFVd++fWnZsiVbtmzB6XRyxx13lOpiIYQQVdGmTXAsFOgw2zDGmfQOIyhIfhIicAVLzvAZRTlgK0KLa6x3JD6p1gUVQLNmzWjWrJk7DiWECFK7d+8GCPhBxvYCG+GNo/UOI2hIfhIiMAVLzvAZ+cdL/peCqlxuKaiEEKK2XnjhBSCw+8Nb0wuxn7YREiUz/AkhRG0EQ87wKaf+LKhiGuobh4+SgkoI4RMeeeQRvUPwKPMfeRx9YzchkUbie9TTOxwhhPBrgZ4zfI3KPwZRddFCZYa/8khBJYTwCa1atdI7BI/J257Oiff2YaobQZMpnQhLkIQkhBC1Ecg5wyedOg6x0t2vIroshLJw4UKuvvpqrr76ap555hkAtm7dSkpKCgMGDGDBggV6hCWE0NHOnTvZuXOn3mG4lVKKrC+PcmLpb0S2iKX5vV2lmBJCCDcIxJzhqwxOG5iz0OIa6R2Kz/J6QbV161Y2b97MihUrWLlyJb/++itr165l2rRpLFq0iHXr1rFr1y42btzo7dCEEDpauHAhCxcu1DsMt8rZdIKMtQeJvSCJpreeT0iEdAoQQgh3CMSc4avCbbmAglgpqCri9eyelJTEo48+SlhYyaDsVq1acejQIZo1a0aTJk0ASElJYf369fTp08fb4QkhdPL444/rHYLbFfyajalhFI1uaIdmkIUQhRDCXQIxZ/iqCFtOyRcyw1+FvF5QtW7d2vX1oUOHWLduHRMmTCApKcm1PTk5mfT0dG+HJoTQUSBObW1NKySqfR0ppoQQws0CMWf4qghbDhgjICJB71B8lm79T37//XduvfVWHnnkEYxGIwcPHiz1uKZV7w3Irl273Bme26WmpuodQo1I3N7lr3FD7WPfu3cvAO3atXNHOFXmsXtuVUScLibLnstJD5zDX39X/DXuhQsX8sknnwDQp08fHn74YbZu3crcuXOxWq0MHjyY+++/X+cohQgeP/74IwAXXnihzpEEvghbDsQ1qvZ782CiS0GVmprKPffcw7Rp07j66qvZtm0bWVlZrsczMjJITk6u1jE7deqEyWRyd6hukZqaSrdu3fQOo9okbu/y17jBPbH/+9//BmD8+PHuCKlKPHnPzfvzOczPtOrehuj27v1Uz19/V87EbbVaff5DsLOdPfZX0zQmT57M2rVrmT9/PkuWLKFBgwbceuutbNy4UbqqC+Elr776KiDrUHmaUs6Sgiq2vd6h+DSvF1RpaWnceeedLFiwgJ49ewLQpUsXDh48yOHDh2ncuDFr165l1KhR3g5NCKGjmTNn6h2CW1lPmgEw1Y/UORJRWzL2VwjfE2g5w2eZswhRdjQZP1UprxdU//nPf7BarcybN8+1bezYscybN4+7774bq9VKnz59GDRokLdDE0LoqFGjwJo9yHqyEEN4CMZ432w5F1UnY3+F8D2BljN81qljJf/LDH+V8npBNX36dKZPn17uY6tXr/ZyNEIIX7Ft2zYAevTooXMk7mFNM2OqHyV9zgOIu8f+Qs3G//rrODRvkHtTuUC6P2f+djp16uSW4wXSvXGnBvmp1ENjx/6TKC3r3E8IUrIoihDCJ7z++utAABVUJwuJOT9R7zCEm3hi7C9Uf/yvv46f8wa5N5ULtPtzZtztjTfeWOtjBdq9cSfn9z9QVBTHhd0v1jsUXZ1r7K8UVEIIn/DUU0/pHYLb2E8X4zDbMNWP0jsU4QYy9lcI3xNIOcOn5R/DEloHyWaVk4JKCOET6tWrp3cIbiMTUgQWGfsrhO8JpJzhq1RxIRTlUhjbCulvUTkpqIQQPmHr1q0A9OrVS+dIas+aVghIQRUoZOyvEL4nkHKGz0r/BQCzSYrXc5GCSgjhE9566y0gMJKj9WQhIZFGjLFheocihBABKZByhq9Sx1Mhog7msOqPDw02UlAJIXzC3Llz9Q7BbSwnzZjqR8oMf0II4SGBlDN8kSougIw90KofWCSXnYsUVEIIn5CYGBg9tJ3FDqwnzMR1l0/0hBDCUwIlZ/isEztAOdEadYf9GXpH4/MMegcghBAA33zzDd98843eYdTa6V3ZOK0OYrsknXtnIYQQNRIoOcNXqeOpEJUMcY31DsUvSAuVEMInvPPOOwD07t1b50hqJ29bOqF1TES2itM7FCGECFiBkjN8kbLkQ9bv0HaQdF2vIimohBA+4ZlnntE7hFqz5Vkx78ul7lVN0QyShIQQwlMCIWf4rOM/Aqqku5+oEimohBA+IT4+Xu8Qai1/ezooiL9IppgVQghPCoSc4avU8VSIbYQWU1/vUPyGjKESQviEDRs2sGHDBr3DqDGlFHnb0olsGUtY3Qi9wxFCiIDm7znDVylzFuQeRGssrVPVIS1UQgif8N577wHQr18/nSOpPqUU2V8epTiziMQrm+gdjhBCBDx/zhk+7fiPJf836qZvHH5GCiohhE94/vnn9Q6hRpx2J2nv7yN/ewaxFyQR302mSxdCCE/z15zh69Tx7VCnBVqkTEtfHVJQCSF8QnR0tN4hVJtyKo69vYeCXdkkDWpG3QFNZUYkIYTwAn/MGb5OnT4Jp46jdRqtdyh+RwoqIYRP+OyzzwAYMGCAzpFUjVKKkyv2U7Arm/ojW5FweSO9QxJCiKDhbznDH6jj2wENGl2odyh+RwoqIUSVKKei4NdsrJlFf24A5XCinArjiWIyMg/V6vhLXnwTgK7ONq5tGhphSeGYGkYTlhiOFmrwWAuQUgpHgQ3LCTPWNDPFWUUUZ1swhIUQ0TyG8PpRKKdC2Zw4Cu1YThSQuyWNhCsaSTElhBBetmzZMkAKKndRSsGxVKjbGi1c1lGsLimohBCVchY7yNuWTvbGY9iyLOXuEwpk/XKkVud54LybAMj6tJLjGDSMMaFENI8lskUcYckRhNUxgaZhLyjGnleMNbMQe14xYckRRDSNwVQvkpDo0DKFmMNix3DMzslj+7EcOY01vRCH2e56PCTSSGhCOMVFRZzemVVuOHHdkqmX0rJW1y2EEKL6XnrpJb1DCCz5R8GcgXZef70j8UtSUAkRoGy5FgoP5KOcNT9GcUYhuVvTcBTaCW8aQ70bWxDVrk5JcaKBFqKBQePHH3+kWzf3zwikHAprRiGW4wXY84txWOzYciwUHTzF6Z/LL3LQICQyFIfZ9temMAOhcSYMphC0EI3iHAuO0zZMQK7xBOGNY4g5vy6m+lGEN4zC1CAKY3So6/n208UUZxahGQ1ooQZCIoyERBoxhIW4/ZqFEEKcW3h4uN4hBBR1PBU0AzTsoncofkkKKiECjL2gmKzPj5K75QTKoWp3MA1iOiWSeEVjIlrEenTChXXr1gEwZMiQv04fohHeIIrwBlFl9rflW7FlW7DlWkuKqKhQQuPCCE2MwBBqwF5QTNHRAoozi7BlW7CfLsZpdaDsTmI6JBCaGMGx4pN0uarbOQsjY0wYxpgw916wEEKIGisvZ4iaUcoJx1MhuQNamEz2URNSUAkRQCzHCzj86i84zDbiL65PwuUNa9WKYggPwRjtnUJi5cqVQNWTY2icidA4U4WPG6PDiGmfAO0rPsaR1ExpZRJCCD9U3ZwhKpFzEIpy0doP0zsSv+VTBdWaNWt45ZVXsNlsTJo0ifHjx+sdkhB+o/DQKY4s3oXBZKDlQ90Ib1i2VceXLVq0SO8QhKgRyV1CeJ/kDPdRx1PBEAr1O+sdit/ymYIqPT2dBQsWsHz5csLCwhg7diwXX3wx5513nt6hCeF1zmIH1jQzyqEIqxeJMapkPI/T5uTUjxnkbDpO8d8miHAWOwhLDKfp7Z0JS/C/vuVGo8+8HAlRZZK7hNCH5Az3UE4HnPgR6ndCC/W/9w6+wmd+G7du3coll1xCfHw8AAMHDmT9+vXcddddHj+3Lc+KNaPQY8c3pDko2Jdb+U4KUMr1tTp725lhMEqVu12ps57059fK9fVf+ypKnwOlXN+69nX+dY6QozayTx/78xBnH//vzz37mH/u6zrmn+dWpb93Pe1v11dq+9nH/Nv1VXSPlFKE5lg49uuev67x7Ov7+734+z372zGrdM/+fi/K3f73e3HWz9qpUHYn4dZi9q39Ds2gYcuzwlmTSRjCQ9AMGk6bE2VzYmoQRfwl9cE1pEnDEGog4bKGGGP9c6zPmjVrAEhJSdE5EiGqTq/cpZSC02nUataZABNRnI3KP6Z3GD4r0O7Pmk8+ByBl8FW1PlbA3BvlBEcxOGxn/W8D55/fO52g7CVFVFEuFKTD6XSwF6E1cv/EUsHEZwqqjIwMkpKSXN8nJyezc+dOr5z76Ou/Yjle4LHjm4AjX/7iseN7ShiQnnqg5gfQzvpf00q+/fPrM9u1s74u+V8refjMzmce/nNWuVLHpJx9NTBYnVjMBaWPCWD4+zFLx3Lm6zLbz95mOHMdf7ues/c7K5ZS+/HXvtrZXxs0NKNGVk42derUQTkUoQnhhDeORjMaKE4vxJZrQamSfaM7JBDVJt6jE0ToQQoq4Y90y11Ht6F++q/nz+NH2gEqY5XeYfisQLs/a974GoChEdtrfaxAuzfnpkF4LETXg8YXocU1hAYyu19t+ExB5WrVOEt13jDu2rWr5ie/xInhtBebORVntSz8jfbXLqWLh7O+Pvsd+t8fq+z/s49fZptW6f5VeswVn95v9COxVnlfVcHXejCRxpnC3gy2bLABsX/+O6MgD370enDnlJqaWqvn33rrrW45TnV5+3zuInH7Bj1yV2pqKprSiEnsj4a0UIng9MgT/QCoxce+AUdhQGkhODUjTtf/xj+3haA0AwpDyfToZ9iBbCD7p0qPHWiv3e7mMwVVvXr12L79r08ZMjIySE5OrvLzO3XqhMlU8YxfekpNTfXIGj2eJnF7l7/GDf4bu8TtXWfitlqttfsQzId4O3f568/eG+TeVE7uT8Xk3lRO7g/nzFuGCh/xsl69evHtt9+Sk5NDUVERn332Gb1799Y7LCGEEKJCkruEEEL4VAvV/fffz8SJE7HZbIwePZrOnWX6RiGEEL5LcpcQQgifKaigZDC6DEgXQgjhTyR3CSFEcPOpgqomzgwILi4u1jmSylmtVZ8mwZdI3N7lr3GD/8YucXuX1Wp1vV6XN6FDsKhN7vLXn703yL2pnNyfism9qVyw359z5S1N+XlGO336NPv27dM7DCGEENXUpk0bYmJi9A5DF5K7hBDC/1SUt/y+oHI6nZjNZkJDQwNuXR4hhAhESilsNhtRUVEYDD4zN5JXSe4SQgj/ca685fcFlRBCCCGEEELoJTg/GhRCCCGEEEIIN5CCSgghhBBCCCFqSAoqIYQQQgghhKghKaiEEEIIIYQQooakoBJCCCGEEEKIGpKCSgghhBBCCCFqSAoqIYQQQgghhKghKahqoaCggKFDh3Ls2DEANm/ezLBhwxg6dCgPP/wwxcXFABw7dozx48czfPhwJkyYwPHjxwEoLi5m6tSpDB48mBEjRrB//35d4l6+fDlDhgwhJSWF2bNnY7fbAThx4gTjx49n0KBB3H777ZjNZgBOnTrFlClTGDx4MOPHjyczM9On4k5NTWXUqFEMHz6cG2+80XW/fT3uM3bv3k2nTp1c3/v670lGRgZTpkzhmmuuYezYsa799brf1Yndl/42Fy5cyNVXX83VV1/NM888A8DWrVtJSUlhwIABLFiwwLXvnj17GDVqFAMHDuTxxx8/59+sr8T9xRdfMHz4cIYNG8Ydd9xBfn6+bnH7Gn99ffMGf30N9RZ/fq32NH/MBd7irznHZylRIzt27FBDhw5VHTt2VEePHlVKKdW7d2/1xx9/KKWUuvvuu9UHH3yglFLqoYceUkuXLlVKKfXf//5XPfjgg0oppV5//XU1Y8YMpZRS27ZtU6NHj/Z63Pv371eXX365Sk9PV0opNXPmTPXGG28opZSaMmWKWrt2rVJKqYULF6pnnnlGKaXUrFmz1L///W+llFIrVqxQ9957r0/F3bdvX7Vnzx6llFIffvihuu222/wibqWUKiwsVNddd51q06aNa5uv/57ceOON6t1331VKKfXuu++67qse97u6sfvK3+aWLVvUddddp6xWqyouLlYTJ05Ua9asUX369FFHjhxRNptN3XTTTerrr79WSil19dVXq59++kkppdRjjz3muoaK/mZ9Ie7Tp0+rSy+9VJ08eVIppdQLL7ygnnrqKV3i9jX++vrmDf76Guot/vxa7Wn+mAu8xV9zji+TFqoa+uCDD5g5cybJycmubQ6Hg4KCAhwOB1arFZPJBIDT6aSgoACAoqIiwsPDAfj6668ZNmwYABdddBG5ubmcOHHCq3H/9ttvdO3a1fV93759+eKLL7DZbPzwww8MHDgQgJEjR7J+/XpX3CkpKQAMHTqUb775BpvN5hNxFxcXc++999KuXTsA2rZtS1pams/Hfca8efOYNGlSqWP48u9JTk4Oe/fuZezYsQCMGjWK++67zxW3t+93dWIH3/nbTEpK4tFHHyUsLIzQ0FBatWrFoUOHaNasGU2aNMFoNJKSksL69es5fvw4FouFrl27An/9bVb2N+sLcdtsNv75z39Sr1494K+/TT3i9jX++vrmDf76Guot/vxa7Wn+mAu8xV9zji+TgqqG5syZQ/fu3Utt++c//8mECRO4/PLLyc3NZdCgQQDce++9vPXWW1x++eW88cYb3HLLLUBJ83tSUpLr+UlJSZw8edKrcbdr146ff/6ZtLQ0HA4H69evJysri9zcXKKjozEaja7Y0tPTy8RtNBqJjo4mJyfHJ+IOCwtj+PDhQMkL5MKFC+nfv7/Pxw3w5ZdfYrFYXL83Z/jy78nRo0dp2LAh//rXvxg2bBj33HMPoaGhZeL21v2uTuzgO3+brVu3diWrQ4cOsW7dOjRNKxVDcnIy6enp5caWnp5e6d+sL8Rdp04d19+ixWJh8eLF9O/fX5e4fY2/vr55g7++hnqLP79We5o/5gJv8dec48ukoHKTzMxM5s+fz9q1a9m8eTNdunRh7ty5ADzyyCM8+eSTbNq0iVmzZnHXXXehlCr3OAaDd38kLVq04MEHH+T2229n/PjxtG3bltDQ0HLj0zStwuP4StxnFBcX89BDD2G327n11lsrPI6vxJ2Zmckrr7zCjBkzqnQcX4nbbreze/duevXqxerVq7nyyit59NFHKzyOt+OGyn9XfO1v8/fff+emm27ikUceoWnTpmUe1zStwr/N6v7NulNV4j7j9OnT3HLLLbRr144RI0boGrev8tfXN2/w19dQb/Hn12pP86dc4C3+mnN8UeD8Vuhs+/bttGnThqZNm2IwGLj22mvZtm0bOTk5HDhwwPUp4sCBA8nMzCQ3N5fk5ORSgz8zMzNLdSH0BqvVSufOnVm5ciXvvfceDRs2pEmTJiQkJLi6L/49tuTkZNenOna7nYKCAuLj430ibgCz2czkyZOx2+288sorrhdMX47766+/Ji8vzzUoFmD48OEUFBT49O9JUlISUVFR9O3bFyjpLrJz507AN+53ZbH72t9mamoqkyZN4sEHH2TEiBHUq1fPdf+g5JPS5OTkMtvPxFbZ36wvxH3m63HjxtGuXTvmzJkDoFvcvsxfX9+8wV9fQ73Fn1+rPc1fcoG3+GvO8VVSULlJmzZt2LlzZ6muB+effz516tTBZDKxfft2oOQXOCoqioSEBPr06cOqVauAkoLMZDLRsGFDr8ZdWFjIjTfeSEFBAcXFxSxZsoQhQ4YQGhpK9+7dWbduHQArV66kd+/eAPTp04eVK1cCsG7dOrp3717q01M94waYOnUqzZo148UXXyQsLMz1HF+Oe8yYMXzxxResWrXK9TuxatUqoqOjffr3pGnTptSrV4+NGzcC8NVXX9GxY0fAN+53ZbH70t9mWload955J/Pnz+fqq68GoEuXLhw8eJDDhw/jcDhYu3YtvXv3plGjRphMJlJTU4G//jYr+5v1hbgdDge33XYbgwcP5vHHH3d9kqlH3L7OX1/fvMFfX0O9xZ9fqz3NH3KBt/hrzvFlmqqoTVNUSb9+/fjvf/9L48aNWbFiBa+99hohISE0a9aMJ598koSEBHbu3MlTTz2FxWIhKiqKJ554gg4dOmC1WnniiSfYtWsXYWFhzJ492/UC5824P/zwQ9566y3sdjtDhw7l7rvvBuD48eM8+uijZGdn06BBA55//nni4uLIy8vj0Ucf5ejRo8TExDB//nwaN27sE3Hv3r2bESNGcN5557n69SYnJ/Paa6/5dNx/17ZtW3777TcAn/89OXDgADNnznT1p543bx7NmzfX9X5XNXZf+ducPXs2H330UakuF2PHjqV58+bMnTsXq9VKnz59eOyxx9A0jb179zJ9+nTMZjMdOnRg7ty5hIWFVfg36wtxf/HFF9x99920bdvWtW+nTp2YM2eO1+P2Vf76+uYN/voa6i3+/Frtaf6UC7zFX3OOL5OCSgghhBBCCCFqSLr8CSGEEEIIIUQNSUElhBBCCCGEEDUkBZUQQgghhBBC1JAUVEIIIYQQQghRQ1JQCSGEEEIIIUQNSUElhBBCCCGEEDUkBZUQQgghhBBC1JBR7wCECDbTp08nISGBBx54AIDVq1fz6aefMmrUKF555RVsNhvh4eE88sgjXHDBBWRlZfHEE0+QnZ1NZmYmjRo14oUXXiAxMZF+/frRuXNnfvvtNx544AGuuuoqna9OCCFEoJG8JUTlpIVKCC8bP348y5cvx263A/D+++9z+eWXs2DBAhYvXszKlSt56qmnuPvuuyksLOTjjz+ma9euvP/++3z55ZeEh4ezatUq1/Fat27NJ598IklJCCGER0jeEqJy0kIlhJe1b9+exo0b8/XXX9OiRQsyMjJwOBxkZGQwadIk136apnHkyBFuvPFGtm/fzptvvsmhQ4f4/fff6dKli2u/7t2763AVQgghgoXkLSEqJwWVEDoYP348H330Ec2bN+faa6/F6XTSs2dPXnjhBdc+aWlpJCcn8+yzz7Jz505GjRrFxRdfjN1uRynl2i8yMlKHKxBCCBFMJG8JUTHp8ieEDgYOHMiePXv47LPPGDVqFJdccglbtmxh//79AGzcuJFhw4ZhtVrZvHkzN954I9dccw2JiYls3boVh8Oh8xUIIYQIJpK3hKiYtFAJoYOwsDAGDhxIVlYWCQkJJCQk8OSTT/LAAw+glMJoNPLKK68QGRnJnXfeyTPPPMOiRYsICQnhwgsv5MiRI3pfghBCiCAieUuIimnq7DZYIYRXFBYWcsMNNzBz5sxS/cqFEEIIXyR5S4iKSZc/Ibxs06ZNXHHFFVx88cWSlIQQQvg8yVtCVE5aqIQQQgghhBCihqSFSgghhBBCCCFqSAoqIYQQQgghhKghKaiEEEIIIYQQooakoBJCCCGEEEKIGpKCSgghhBBCCCFqSAoqIYQQQgghhKghKaiEEEIIIYQQooakoBJCCCGEEEKIGpKCSgghhBBCCCFqSAoqIYQQQgghhKghKaiEEEIIIYQQooakoBJCCCGEEEKIGpKCSvg8h8PBm2++yciRIxk+fDhDhgzh2Wefpbi4uFbHvemmm8jJyanWc77//nuGDh1a4ePz5s2jU6dOnDx5stT2zZs307dvX0aNGoXFYin12P/+9z8WL15crThqom3btqSkpDB8+HCuueYaBg4cyKhRo/jll188cr7ly5dz6623lvvYhAkTWL9+Penp6YwdO9Yj5xdCiGDXr18/j73GV+arr75iwoQJXHPNNVx99dXcd999pKWleeRc06dPZ9euXR45thBVJQWV8Hn//Oc/+emnn3j77bdZtWoVy5Yt4+DBgzz++OO1Ou6WLVvcFGEJq9XKypUrGThwIO+8806pxz7++GPGjBnDRx99RHh4eKnHrr/+eqZMmeLWWCpy5h6uXLmSTz/9lCFDhjB79myvnLs89erV47333tPt/EIIIdxrzZo1PPvss8yePZuVK1eydu1a2rdvz8SJE2v9QWh5tm7dilLK7ccVojqMegcgRGWOHj3KmjVr2Lx5M9HR0QBERkYya9YsfvrpJwCKi4uZP38+P/zwAw6Hgw4dOjB9+nSio6Pp168fI0aM4NtvvyUtLY3Bgwfz8MMP89hjjwFw4403snjxYsaPH0/nzp357bffeOCBBzAajfz73/+muLiYnJwcrrnmGu67775KY/34449p2rQpkyZN4uabb+bOO+8kIiKC119/nS+//BKTycTp06eJjIxkx44dZGRk0LZtW5o1a0Zubi5PPPEEBw8e5IknniAnJweDwcDtt9/OkCFD+Oqrr8qN5/vvv2fBggU0adKE33//neLiYp544gkuueSSc95bu91OWloacXFxrm2vvPIKn332GU6nk0aNGjFz5kzq1avHhAkTaNWqFbt27SI3N5fhw4dzzz33cOzYMVJSUlw/i79/n5mZyc0330xGRgaNGjXiqaeeIikpyXW+s/e32+08++yzfP3114SEhHDBBRcwc+ZMwsLCqv4LI4QQooz333+fDRs28O9//xuA/fv3M2nSJL7++mt++uknnnnmGYqKiggNDeW+++6jd+/eLF++nGXLllFUVER0dDRGo5FBgwZx3XXXASX5Ijc3l2nTppU614IFC3jqqado1qwZAJqmMWXKFBo2bEhxcTFhYWH83//9Hx9//DEhISG0aNGCGTNmkJSUxI4dO1w9UDIzM+nVqxf/+te/sNvtPPXUU/z444+EhobSuHFj5s6dy+LFi8nIyOChhx7imWeeoUuXLt69sUKcoYTwYevXr1ejRo2qdJ+XX35ZzZs3TzmdTqWUUs8995yaOXOmUkqpvn37qnnz5imllDp58qQ6//zz1ZEjR5RSSrVp00ZlZ2e79lu4cKFSSimn06luuOEGdfDgQdfz2rdvr7Kzs9V3332nrr766nLjGD16tFqyZIlSSqkhQ4aopUuXuh575JFH1Ouvv66UUuqll15SAwcOVDabzfX9rFmzlFJKXXPNNeqdd95RSil14sQJdeWVV6pTp05VGk/79u3V7t27lVJK/ec//1Hjx48vN742bdqooUOHqpSUFHXppZeqfv36qaeeekplZWUppZRasWKFuu+++1xxvffee2ry5MlKKaVuuOEGdcstt6ji4mKVn5+vBg4cqDZs2KCOHj2qunbt6jrH2d9/9NFHqmvXrurQoUOun8u9997rOt4nn3xSav+3335bjR8/XhUVFSmHw6HuvfdetWLFinKvRQghxLn17dtX7dy5U50+fVp169ZNZWRkKKWUeuaZZ9Tzzz+vcnJyVM+ePdWOHTuUUkrt27dP9ejRQx05ckR99NFH6qKLLlKnT59WSin1+eefu/Kxw+FQffv2Vfv37y91vpycHNWmTRtVWFhYYUzLli1T1113nTKbzUqpkhx40003KaWUuv/++9V3332nlFKqoKBAXXzxxeqXX35RP/zwgxo0aJArzz/zzDMqNTW11DUKoSdpoRI+zWAw4HQ6K93n66+/5vTp02zduhUAm81GYmKi6/Err7wSKOlelpiYSH5+Pk2aNClznO7duwMln6a9+uqrfP3116xdu5b9+/ejlKKoqKjCGH799Vf27NnjGgt1zTXX8N///pfrr78eTdPK7N+1a1eMxtJ/fnl5eezdu5cxY8YA0KBBA7744guASuNp2LAh7du3B6BDhw6sWLGiwjjffvttEhIS2L17N7fccgsXXHCB61599dVX/PLLL4waNQoAp9NZ6pqvu+46QkNDCQ0NZdCgQWzevJnWrVtXeC6AXr16uT6lHD16NKNHj65w361btzJ8+HBXl8gXXnih0mMLIYSomujoaAYOHMjq1auZNGkSq1ev5t1332Xnzp00bdrU1bLTunVrLrzwQrZt24amabRt29bVO6Rv377Mnj2bvXv3kp6eTuPGjWnZsmWp8xgMJSNJKsvb33zzDSNHjiQyMhKAiRMn8uqrr1JcXMy8efP45ptvePXVVzlw4AAWi4XCwkLatWtHSEgIY8aM4bLLLmPgwIF07tzZE7dKiBqRgkr4tM6dO3PgwAEKCgpcL+oA6enpzJgxg5deegmn08m0adPo06cPAGazGavV6trXZDK5vtY0rcK+1mde3AsLCxkxYgT9+/ene/fujBo1ii+++KLSPtrvvvsuRqPRVYzY7XYyMjL45ptvXHGVd66znSmwzi7ADhw4QP369SuN5+wxWZVd39k6dOjAY489xvTp0+nSpQuNGzfG6XQyefJkxo0bB5R0pczPzy8TH4BSCoPBUOZ8Nput1HlCQkJKPefvRWR5139GVlYWTqeT5OTkc16PEEKIyo0ZM4YZM2bQqlUrzjvvPJo0acIff/xRZj+lFHa7ndDQ0FK5KiQkhLFjx7Js2TIyMjLKnVAoLi6O5s2b8/PPP9OrV69Sj917773cfvvtZXKU0+nEbrcDMH78eNq1a8fll1/O4MGD+fnnn1FKERsby6pVq/jxxx/57rvvuO+++5g4cSKTJk1yw50RovZkUgrh0+rVq0dKSgrTpk2joKAAgIKCAv75z38SHx9PeHg4l112GUuXLqW4uBin08mMGTN4/vnnz3nskJAQ14v42Q4fPkxBQQH33Xcf/fr1Y9u2ba5jl+fUqVN8/PHHvPrqq2zYsIENGzbwzTffMGzYMN56660qX2t0dDQdO3Zk5cqVAKSlpXH99dezb9++asVTVUOHDqVr167861//AuCyyy5j2bJlrvv84osv8vDDD7v2X716NU6nk/z8fD755BP69etHbGwsNpvNlZQ///zzUuf4/vvvOXHiBFAym2Hv3r0rjKdnz56sXbvWdW3//Oc/+fjjj2t1jUIIIUp07doVgP/7v/9z9YTo0qULBw8eZOfOnQD8/vvv/PDDD/To0aPcY4wZM4YvvviCX3/9lauuuqrcfe666y7mzJnD4cOHgZKZehctWsTevXtp2bIll112GcuXL6ewsBCAJUuWcNFFF1FUVMSuXbt46KGHGDBgAOnp6Rw5cgSn08lXX33FpEmTuOCCC7j77ru55ppr2Lt3L1BxLhfCm6SFSvi8mTNnsmjRIsaOHUtISAjFxcX079+fu+++G4A77riDp59+mhEjRuBwOGjfvj2PPvroOY971VVXMW7cOBYtWlRqe9u2bbniiisYPHgwsbGxNG3alPPOO4/Dhw+XO0HCihUraNWqVZmJIG6//Xauvvpq9u3bV+Vrfe6555g1axZLlixB0zTmzJlD586dqxVPdcyYMYNhw4axadMmxowZQ3p6Otdeey2aptGgQQPmzZvn2tdisTB69GjMZjPjxo2jZ8+eAEydOpVbbrmFhIQEBg0aVOr4bdq0Ydq0aWRlZdGyZUuefPLJCmMZO3Ysx48fZ+TIkSil6NGjBxMmTKjV9QkhhPjLmDFjWLRoEf379wcgISGBF198kaeeegqLxYKmacydO5cWLVq4Jhc6W2JiIp06daJVq1aEhoaWe46UlBSUUjzwwAPY7XasVisdO3bk7bffJiwsjNGjR5OWlsaYMWNwOp00a9aM+fPnExcXx5QpUxgxYgTx8fHUqVOHCy+8kMOHDzNmzBi++eYbhg4dSmRkJHFxcTz11FMA9O/fn/vvv5/Zs2dz2WWXee7mCVEJTVWlf5AQIqhNmDCB8ePHlymYhBBCBI+cnBxGjx7N0qVLadCggd7hCOEzpMufEEIIIYSo1AcffMCQIUOYOHGiFFNC/I20UAkhhBBCCCFEDUkLlRBCCCGEEELUkBRUQgghhBBCCFFDfj/Ln9PpxGw2ExoaWu4CqkIIIXyLUgqbzUZUVJRrIdBgI7lLCCH8x7nylt8XVGazuVrTUgshhPANbdq0ISYmRu8wdCG5Swgh/E9FecvvC6oz6yC0adOm1mvy1NauXbvo1KmTrjF4S7Bcq1xn4AmWa/Xl6ywuLmbfvn0VrmMTDCrLXb78s6upQLwmCMzrCsRrArkuf+KL13SuvOX3BdWZrhJhYWGYTCado8EnYvCWYLlWuc7AEyzX6uvXGcxd3c6Vu3z9Z1cTgXhNEJjXFYjXBHJd/sRXr6mivBWcndeFEEIIIYQQwg2koBJCCCGEEEKIGvL7Ln9CCFEbqtCO87AZQ5tYtJDg7YImhBDCe4qKTrNsxb8YPvQBYmOTyt3HZrNx7NgxLBZLhccxGo3s2bPHU2HqQu9rCg8Pp3HjxtUa5ysFlRAiaCmbE8e2HDDbUXXC0OpH6B2S0NmGDRtYuHAhhYWFXHbZZUyfPp2tW7cyd+5crFYrgwcP5v777wdgz549TJ8+nYKCArp3786sWbMwGiWtCiHO7fsfVvDxJy+Sm3uCe+58u9x9jh07RkxMDM2bN69w7I7ZbCYqKsqToXqdnteklCI7O5tjx47RokWLKj9Puvy5ycKFC3n//ff1DkMIUUXKqXCm5kChHQygMq16hyR0dvToUWbOnMmiRYtYs2YNu3fvZuPGjUybNo1Fixaxbt06du3axcaNGwGYOnUqM2bM4NNPP0UpxQcffKDzFfgmyY9ClPXzzi8A2Prdh/y0Y325+1gsFhITE4N6Ah9v0zSNxMTESlsFyyMFlZvk5+dTUFCgdxhCiCpQSuH8NR+VXYzh/Hi0pHBUphWllN6hCR19/vnnDBkyhPr16xMaGsqCBQuIiIigWbNmNGnSBKPRSEpKCuvXr+f48eNYLBa6du0KwMiRI1m/vvw3RcFO8qMQpTmdDnbu+pJLe15Ho4bt+M/b92GxlP83IsWU99XknkvfBDd5/PHHSU1N1TsMIUQVqINm1JFCtFbRGJpE4nQqVLoFzA6IlpfFYHX48GFCQ0O5+eabyczMpG/fvrRu3ZqkpL/GNyQnJ5Oenk5GRkap7UlJSaSnp1f7nLt27Sp3eyDlk0GDBgGBdU1nC8TrCsRrAt+5rhNpv2I255IQ356mjXvzvw/vZOErd9O3912l9jMajZjN5nMeryr7+Bu9r6m4uLhavy/yzkEIEVRiLSace06h1Q/H0LZktXMtqWS9C5VpQYuO1jM8oSOHw8H27dtZsmQJkZGR3HHHHURElB1Xp2laua2ZNflUs1OnTmXWW0lNTaVbt27VPpYvC8RrgsC8rkC8JvCt6zqw/BM0zcCwlJuJiUkkM/tHvvzqTUYMv4tWLf+Kcc+ePeccS+TN8UZt27blt99+8/h5zGYzZrOZZ555hj179hASEkKDBg2YPn06TZo0cdt53n//faKiohg6dGiZx8LCwujSpYvre6vVWuEHYCBd/tzmhRde4N1339U7DCFEJVS+jab58RAXiqFrvOsNsBZphKgQGUcV5OrWrUvPnj1JSEggPDycK6+8ki1btpCVleXaJyMjg+TkZOrVq1dqe2ZmJsnJyXqE7fMkPwpR2s87P+e8Vt2JiUkE4PprnyI+LpnX3rgTh8Ouc3T6KyoqYsKECVx00UWsXbuW1atXc/XVV/OPf/wDm83mtvP89NNPFBcXu+VYUlC5idVqddsPRQjhfqrYiWN7Ng5NEdI9AS2k9MuflhSOyi5GOWQcVbDq27cvmzdv5tSpUzgcDjZt2sSgQYM4ePAghw8fxuFwsHbtWnr37k2jRo0wmUyuLiErV66kd+/eOl+Bb5L8KMRfTp/OZv+B7XQ5/yrXtqioeCZNfJ5Dh3eybv1CHaOrmrvuuqvUmNGRI0fy66+/cvDgQSZMmEBKSgrXXXcdO3fuBODRRx/ltttuY/DgwXzxxReMHTvW9dwVK1Ywc+bMUsf/9NNPSU5O5rrrrnN98Dls2DAeeughiouLcTqdzJ49m6uvvpqhQ4eyePFiAOx2O9OnT+e6667jyiuvZPLkyVgsFgoKCpgyZQojR45k5MiRfPnll2zdupUNGzbw0ksvsWnTplrfE+ny5yaPPPKIz/TNFUKU5dydD1YnhxJy6BBetsuAlmRCHTKjcqxoSeE6RCj01qVLFyZPnsy4ceOw2WxceumlXH/99bRs2ZK7774bq9VKnz59XGOC5s+fz/Tp0zGbzXTo0IGJEyfqfAW+SfKjEH/5ZdcGlFJ06XxVqe09ug+n24VX8+Hyp7j4omtITm5e6vFvNi/lq43/LXM8p8OBISSkVjH17TOR3peNr/L+w4cPZ82aNQwaNIhDhw5htVrp2LEjo0ePZsqUKQwYMIAdO3Zw77338umnnwIQHx/Pq6++ilKKuXPncuTIEZo2bcqKFSt48MEHSx1/7969dO7cucx5z7z2Ll26lLS0NFavXk1xcTETJkygTZs2REVFERoayvvvv4/T6eTGG29k48aNFBYW0qhRIxYvXsz+/ftZtmwZjzzyCP369aNHjx5cfvnltbh7JaSgEkIEPGemBXW8CO28aIoK0srdR0sI+2v6dCmogtbo0aMZPXp0qW09e/Zk9erVZfZt164dy5Yt81ZoQogA8PMvnxMdnVBqrBSUjMG86cYFPDC1K2vXvcBNk17QJ8Aq6NOnD0899RQFBQWsXbuWlJQUzGYzR44cYcCAAQB07dqVuLg4Dhw4AOAqkDRNY8SIEaxevZqRI0eSnZ1daqwSgMFgqHTW3e+//54RI0YQEhJCREQEKSkpfPvttzz22GPEx8ezdOlSDhw4wKFDhygsLOSCCy7g+eefJz09nSuuuII777zT7fdECio3ee655zh27JjPDHgUQpRQdifOX/IhyojhvBjYUf5+mtGAlhAm46iEcDPJj0KUUErx887POb9jPwyGsq1KiQmNqVu3KfmnMss81vuy8eW2IumxCG5YWBhXXHEFGzZsYP369fz73/9GKVWmCFJK4XA4AAgP/+uDyhEjRjB58mTCwsIYPnx4meN36NCBjz/+uMz2xx9/nEmTJuF0Oss9z5dffslLL73ExIkTGTlyJLm5uSilaN68OZ988gmbNm3iq6++4o033uCTTz5xx61wkTFUQoiA5tx3GoochHSOQwupfBY2LSkcCuyoIoeXohNCCBEsjhz5hbz89DLd/c5mMkVitfr+NOjDhw/nzTffJC4ujkaNGhEdHU2TJk347LPPANixYwdZWVm0bt26zHMbNWpE/fr1ee+998otqPr378/x48f58MMPXds++ugjtm3bRrNmzbjkkktYuXIlDoeDoqIi1qxZw8UXX8y3337L4MGDGTVqFHXr1uWHH37A4XDwzjvv8PLLLzN48GBmzpxJTk4Op0+fJiQkxFXw1Za0ULnJgw8+KH3EhfAxKq8YddCM1jQSLcF0zv21JBPs+XP69Kbe/cRPiEAl+VGIEjt++RyALp37V7hPeHg0Vmuht0KqsW7dunH69OlSE0w8++yz/POf/+Tll18mNDSUl19+mbCwsHKfP2TIED777DPq1atX5rHw8HDeeust/vWvf/HWW2+haRqNGzfmjTfeICwsjOuuu45Dhw4xfPhwbDYbw4YN46qrrqJp06Y89NBDrF+/nrCwMLp27cqxY8e45ZZbeOCBB0hJScFoNHLXXXcRGxtLr169eP7554mJiXGNz6opKaiEEAFJORWOnXlgMmBoF1u1J0UbIdxQ0u1PCiohhBBu9PPOz2nW9HzqxDeocB+TKZK8vJNejKrq/r4G1RdffFHq+1atWrFkyZIyz5s3b16p7+12O99++y1jxoyp8FxNmjThlVdeKfex0NBQpk+fXmZ727ZtWbNmTbnPOTMT4Nmuvvpqrr766gpjqA7p8ucmTz/9NG+99ZbeYQgh/qQOFMBpO4ZOcWihVXup0zStZPr0LCvKKdOnC+EOkh+FgKKi0/y2bytdOg+odD+TKcovWqhqSinF5ZdfjqZp9O9fcUudv5EWKjcxmUwVNmsKIbxLFdhx/n4arX44hvoR1XqulmRCHS2EvGKoQjdBIUTlJD8KAb/u/hqHw06X8ysvIsJNkVj8YAxVTWmaxrfffqt3GG4nLVRuct999zFu3Di9wxAi6CmlcP6SBwYNQ8e4aj9fq2sCDZwy258QbiH5UQSiwsJ81nz8AsXFlirt//MvX2AyRdG2Tc9K9ws3+ccYKlGaFFRCiMByyo7KKcbQJgYtvPqLHWqhBoiX6dOFEEJU7MefPmHpe9P45NOF59xXKcWOnz+jU8crMBorb601maKwWApKPVd4V03uuRRUbjJnzhz+85//6B2GEEHPebwQDKA1iqzxMQxJJsi3oawyfboQtSX5UQSi7NzjAKxc/Sx5+emV7pt28g8ysw7T5fyKp0s/w2SKxOGwYbfbCA8PJzs7W4oqL1JKkZ2dXWrdrKqQMVRuEhcXR35+vt5hCBHUlFOhjhehJYejhdX88yItyQT7TqOyrLUqzIQQkh9FYMrNOYHRGEaxrYhly2cz+R8vV7jvjp8/Bah0/akzTKaSGWatVjONGzfm2LFjZGaWXej3jOLi4oAbo6j3NYWHh9O4ceNqPUcKKje56667ZJ0NIXSmMq1Q7ERrXMsiKC4Uwv6cPl0KKiFqRfKjCEQ5eWkkJ7egc6cr+fTzVxnY/zaaNOlYZr+T6QdYvmoeLVtcSL3kFuc8bnj4XwVVVFQ8LVpU/pzU1FS6dOlSs4vwUf54TdLlTwgRMNTxQggzlLQw1YKmaWh1TahMq3S1EEIIUUZu7gkS6jRk1DWPERkRyzv/e6zMPoVFp3j2+dEA3HtX2fWZynOmhSqQZ/oLRFJQucmsWbPKXTRMCOEdyuZEpVvQGkagGbRaH09LNkGxE/JsbohOiOAl+VEEopzcE9SJb0BMTCIjr3mMn3/5gp/+7NoH4HQ6eHnRJE6m/8H9dy+tUusUlEybDiUtVMJ/eLSg2rBhAyNHjmTQoEHMnj0bgK1bt5KSksKAAQNYsGCBa989e/YwatQoBg4cyOOPP47dbvdkaG5Xr149EhIS9A5DiKCl0orACYZG1Vt3qiJacnjJ9OknqzYlrhCifJIfRaBxOp3k5Z0koU5DAAZedSv167XinXcfw+Eoef/6v/ef4Kcd67nxhvl07NCnysf+q4VKpk73Jx4rqI4ePcrMmTNZtGgRa9asYffu3WzcuJFp06axaNEi1q1bx65du9i4cSMAU6dOZcaMGXz66acopfjggw88FZpH3HbbbYwePVrvMIQIWs5jRRBtLBn/5AZaqAEt0YRKL5Juf0LUguRHEWhOnc7E4bBTJ6EBAEZjGOPHzuH4ib18+dUbfLN5KWvWLeCqK29hQP8p1Tp2eHg0IC1U/sZjBdXnn3/OkCFDqF+/PqGhoSxYsICIiAiaNWtGkyZNMBqNpKSksH79eo4fP47FYqFr164AjBw5kvXr13sqNCGEn1FOhXJUXNQosx1yizE0ikDTat/d7wytXjiYHVDgXy3mQgghPCc39wSAq4UKoHu3FNq3u5z3l81i8X/upGP7Ptx4w/xqH9v0Z5c/i0UKKn/isVn+Dh8+TGhoKDfffDOZmZn07duX1q1bk5SU5NonOTmZ9PR0MjIySm1PSkoiPb3yOf3/bteuXW6LvSZeeeUVAG6//XZd4/CmYJm1Sa5Tf83y4okqDuOPhGyKjWXXhqpXEE09otmV8we2VOc5j1fVazU6DHSkHsd+3E9GtP8lN1/+mYrgMWPGDNLS0nj99df1DkUIt8jJKSmo6sQ3cG3TNI2J4+cx7YnLSE5qwX13v4PRWP0eE2dPmy78h8cKKofDwfbt21myZAmRkZHccccdRESUHdugaVq53Wmq+ylzp06dMJlqN7NXbVxyySUcPnyYbt266RaDN6WmpgbFtcp16k8V2HFszACgfWEDQnrVRTOF/PW4Uji+zkBLDKFzjwvOebzqXqt9SyYNVCJNurWrfvA68uWfqdVq1f1DMOE9zZo10zsEobPsnGNERyW4Wl/8XW5eGgAJCQ1LbW/R/AKmPbyGBg3aEBOTWKNjm2RSCr/ksS5/devWpWfPniQkJBAeHs6VV17Jli1byMrKcu2TkZFBcnIy9erVK7U9MzOT5ORkT4XmEZMnT+aaa67ROwwhAo7zUAEYwNCtDlicOH7IQdnPaoXKLYZCR+3XnqqAoV445NtQRWVbxoQQ5yb5MbidTN/PAw9fwHsfztQ7FLfJyT2BpmnEx9Uv89j5nfpRN7F6i8KeLdxUMoZKuvz5F48VVH379mXz5s2cOnUKh8PBpk2bGDRoEAcPHuTw4cM4HA7Wrl1L7969adSoESaTydU9ZeXKlfTu3dtToQkh/IQqdqKOFaE1jMRQPwLDhXXglA3n9hzXmCrn8SII0dDqh3skhjPHVeky258QQlSHw2Hn/169GavVzK5fv9Y7HLfJyTlBXGwyISHu7+gVFlbSm0taqPyLx7r8denShcmTJzNu3DhsNhuXXnop119/PS1btuTuu+/GarXSp08fBg0aBMD8+fOZPn06ZrOZDh06MHHiRE+F5hHTpk3j5MmTvPHGG3qHIkTAUEfM4FAYWpT0KTfUC4fO8Th/zsP5cy6GLvGoE0Vo9cPRjJ75fEiLDoUoIyq9CJpHeeQcQgQyyY/Ba9Wa+fz+xzbOa3URf+z/gYKCHKKj/X8K/dy8tDLd/dzFYDBgCouUadP9jMcKKoDRo0eXmSq1Z8+erF69usy+7dq1Y9myZZ4Mx6PatGlDWFiY3mEIETCUU+E8ZEarG4YW+9fAXkPjSLA6ce49haMwG+zKY939ztDqh6MOFKBsTrRQWQ9diOqQ/BicDhz8kY9W/otel4yhf7/JPPmvgfy271u6XXi13qHVWm5uGklJnhsbaDJFSQuVn5F3Bm4yadIkUlJS9A5DiICh0orA6kRrEV3mMUOraLSWUZBvg3ADWqJn36wZ6oWDkm5/QtSE5MfgU1xcxMJXbyYuNpmbblzAea26ExISyt7ftuodmlvk5J4oNcOfu4WHR2GRgsqveLSFSgghakIphfOAGaKMaEnlz95paBeLMhog2ujWtafKFR8KJkNJQVWN1jClFM7fTmOoH44WL5/QCyGCw7vvz+DEid+Y9vAaVxe/Vi27sXffFp0jq73iYgsFBTml1qByN2mh8j/SQuUmDz/8MC+++KLeYQgRGHKK4ZQNQ8uoCoslTdMwtI7B0KDscgzupmkaWr1wVKa10gWG/05lWVH7C3DsyEM5q/48IQKJ5MfgsvOXL1n/2SIGDbiDzudf6dreru2lHDj4I1Y/HxtU0ZTp7mQyRfr9fQo2UlC5yfnnn895552ndxhCBATnQTOEGtAa+c6aJVr9cHAoVJa1ys9RB80lr7JmO+qwfNoogpPkx+BhNufx6mu30rBhW8Zd91Spx9q17YXDYeeP/T/oFJ175OSWXdTX3cLDo6WFys9IQeUmEyZM4Oqr/X+gpRB6U2Y7Kt2C1iwSLcTDXfmqQUs0gVFDnazaOCp12obKtGI4LwatbhjO30+jip3nfqKPcx4vxJGao3cYwo9Ifgwe3/+wgpzcE9x68yuu6b/PaNu6J5qmsfc3/+72l5tTUlB5tstfJBZLgceOL9xPCiohhMcomxP7pgycmVWfzMF50AwaGJr51hTlmkFDSw5HZVhQ6tzd95wHzGDQ0JpFYegQBzaFc98pL0TqOcruxLn7FNil+6IQoqxduzdSJ74+bVpfXOaxqKh4mjTuxN593+oQmfuc6fJXx6Nd/qKky5+fkYLKTR544AGef/55vcMQwqeofBucsuP8KQ9V5Dj3/jYn6lghWqMItPAQL0RYPVq9cCh2lozxqoSyOFAnCtEaR6CFGdBiQtGaRaKOFKJO27wUrfupQ2YodmJoE6N3KMKPSH4MDkopft39NR07XFHh2Nd2bXvx+x/f43DYvRyd++TkniAsLIKoyHiPnSPcFCld/vyMFFRuctFFF9GhQwe9wxDCtxT+mTQdThw/5VY6MYNSCufeU38u5Ft2qnRfoCWZwADOc0yf7jxsBielrsPQJhaMGs7dp6rUwuVrlM2Jc38BWrIJrY7MWCiqTvJjcDh2fA/5+Rl07NCnwn3atb0Ui6WAQ4d/9mJk7pWTUzJluidnlzWZomVhXz8jBZWbXH/99QwaNEjvMITwKcrsAAMYOsdDbjHOfafL308pnHtOoY4UorWIKrWQry/RQg1odU2ooxW3NCmHE3W4EK1eOFr0XytTaGEGDK1jSmb+y6j6xBa+wnmgAOyqpDAUohokPwaHX3dvBKBjhysq3Kdd214Afr0eVW5emkfHT0FJC5XFUuCXH74FKymohBCeU2iHCCOGRpFoTSJR+wtwZpRu3TnTMqUOmtGaR2Fo79tv2A0d4yBEw/FDDspSthujOlYENieGFmXHgGnNoiDaiHNPvi7TqCunqlGCVsWOkp9P/XC0ON8sdoUQ+vp199ckJzUnOalZhfsk1GlIcnILv16PKif3hEfHT0HJGCqlnNhs/vfhW7CSgspN7rnnHp599lm9wxDCpyizHS2qZCyUoWMcxBhx/pznKkTOLHyrDpjRmkVi6BDr+UV6a0mLNBJyUQIUO0uKKvtfM/cppXAeLIC4UEgo2y1OM2glBaPZUTIeyUtUkR3Hrjwcn6bh2JCOY2ceznRLqdgr49xfUNIVU8ZOiRqQ/Bj4nE4Hu/dsolPHK865b7s2vfjtt2/9svVFKUVu7gmPTpkOJQUVIOOo/IjxXDssXLiw0sfvuusutwXjzy6//HIOHDigdxhC+AylFBQ6INEEgBaiEXJhHRybs3D8lEvIxYk4951G7S9AaxqJoWOczxdTZ2hxYRgurINzew7OH3MxdE9AM2glXfnMDgxdYyq8FkNyOCrJhPP30yWTb5g8N/mGMttx/lGAOl7SF19rFAF2hUorQh0tBEPJdPBacnjJBBrGsp+xKYsDdejPiUJi/KN1yh156+mnnyY3N5d58+axZ88epk+fTkFBAd27d2fWrFkYjUZOnDjB1KlTyc7OpkWLFsyfP5+oKN+andIXSH4MfAcP7cBcmFdpd78z2rXtxTebl3IibR+NGrb1fHBuZDbnYrNZPd/lL7zkdcRiNRMTk+jRcwn3OGcLVW5uLrm5uaSmprJs2TLy8vIoKChg1apV7N271xsx+oUxY8bQv39/vcMQwndYneBQaJF/FQxadCiGTnGQU4xja1ZJMdUkEkMn/ymmzjAkh2PoFIfKtOLclY9SCnWgAMINaA0iKn9uhzhwqJIpyD1AFdhomheP4+uMktkGm0UR0rceIV3qENItgZCr6mO4OBGtWRSq0I7z13wc32TiLGfRYuf+AlAKQ2v/aZ2qbd769ttvWbFihev7qVOnMmPGDD799FOUUnzwwQcAzJo1i3HjxrF+/Xo6derEokWLPHZN/kzyY+BzjZ9q3/uc+7ZreymAX65HdWZR3wQvdPkDaaHyJ+csqGbMmMGMGTNwOBwsX76c6dOn8+ijj7Js2TJyc3O9EaMQwh+dmeEvqnRDuKFxJFrjCMi3lRRT5/tfMXWGoWkU2nnRqKOFOHfkoXKKMTSPRjNUfj1atLHkeSeKqrVGV1WovGIcm7OItZrQWkYT0q8eIR3j0CLOKmwNGoa6JkI6xGG8oh4hlySWzF74fTaOn3NRtpKugKrIgTpiRmsciRZ1zg4NPqM2eSsvL48FCxZw2223AXD8+HEsFgtdu3YFYOTIkaxfvx6bzcYPP/zAwIEDS20XIhj9uvtrGjdqT3x8/XPu26B+a+Jik/1yYoozBZXnu/xFAlJQ+ZMqj6HKzMwkISHB9X1sbCzZ2dkeCcof3XHHHcybN0/vMISfUA7l1+sRVYUqLBknVd4bcUOneAw9Evy6mDrD0CYGrXEE6kQRhGhoTSOr9rxWMRBlxPlLfpXHMp2LOm3DsS0bwgz8VjeTkPaxVepSqCWaCLk8Ga1VNOp4EY6NGTjTinD+UTIro6G1b05jfy41yVtPPPEE999/P7GxJZOjZGRkkJSU5Ho8KSmJ9PR0cnNziY6Oxmg0ltouypL8GNjs9mL2/ra10unSz6ZpGm3b9PTPFqqcP1uoPD7L35kufzJ1ur+o8keObdu25bHHHmP48OEopVi2bBldunTxZGx+5aqrrmL//v16hyH8hHN3PupoISH96vnkArbuoMx/tlBFlL0+LURDSwr3ckSeoWkahvPjcaKhxRrRQqv2OZUWohFyfhyO77Jx/n6akPZxtYpDFdpxfJ8NBo2QixOx7T1WredrIRoh7WJRDSJKJq34saQlR2sWhRbhP61TZ6tu3vrwww9p0KABPXv2ZPny5QDlDpzXNK3C7dW1a9eucrenpqZW+1i+qmXLlrRs2TKgrulsgXhd1bmmY8d/xlpcSISpSZWfFxXZlMysVXz99SfExCTXNMxqq+3P6tfdJc8/eDCNo0c916iQdvJoyfl27cBSeO5xmcH+O+gLqpwlZ8+ezUsvvcScOXPQNI3evXvLhBRnGTFihN/98IU+VIG9ZEIABSrdUjKVdiAqdEBEyDm7vwUCzaAR0iW++s9LNJVMJ3/AjGoYgRZXdmZApVTJdPOZVgzNo0qmLv/bG3dlcZQUU05FSM+6teqep8WFEnJpXdTBApwnLRjO88/WKah+3lq3bh2ZmZkMHz6c/Px8CgsL0TSNrKws1z6ZmZkkJyeTkJBAQUEBDoeDkJAQ1/bq6tSpEyaTqdS21NRUunXrVu1j+apu3boF3DWdEYjXVd1rOnh4PZqmMXToJKKj6lTpOXUSNL765mVCTafp1m1wTUOtFnf8rH7a+RYxMXW5+OKeboqqfMeOR/LOe9C4ScNzxiy/g95htVor/AAMqlFQRUdHM23aNACOHj3KyZMnCQ8PjE+YhfAm52+nwKBBmAGVVgQBWlCpwr+mTBcVM7SPxZFhwbEzn5BL65YqQJXNiXNHbsnsgaGGklajKCOG86LRGkaUzCxY7CwppqxOQi5JdMtMfJpBQ2sVU9It0Y9VN2+9+eabrq+XL1/Otm3bmDt3LkOHDnUl+JUrV9K7d29CQ0Pp3r0769atIyUlxbVdiGDz6+6NtGjetcrFFECzpp0JD4/mt9+2cmnPaz0YnXvl5Hh+ynSQSSn8UZULqnfffZfU1FQef/xxxo4dS3R0NAMGDODBBx/0ZHx+Y8qUKWRlZbm6iQhRHpVXjDppQWsdXdJCtb8AZXV4dOps3ZjtcI7Z7gRooQYMHeNw/piLOmRGa1nSIqTybThSc8DiKJlSvmkk6qQF5x+ncf6cB/tOY2gZjfN4IRTaMVyUiBZftoUrmLkrb82fP5/p06djNpvp0KEDEydOBGDmzJk8+uijvPLKKzRo0IDnn3/eE5fh9yQ/Bi6rtZB9f3zPkIHV67EUEmKkTetL2ONn46hy89JIqOONgurMpBQyhspfVLmgWrZsGYsXL2b9+vX069ePmTNncu2110pB9aeUlBT++OMPvcMQPkwphXPvKQgzYGgZDYUOHH8UlHT7axpYrVTK5gSbQov0z7E33qbVD0dLNuHcdxqtfjgquxjnrjwIM5R04atTUihpDSPQGoSjMqwlhdWv+aCB4cI6GOqaKj9JEKpN3ho5ciQjR44EoF27dixbtqzMPo0aNWLJkiVujzvQSH4MXL/t+xaHw0bHjlWbkOJsXTsP4L9LH+bw4Z00a9bZA9G5X07uCVo07+rx84SbSj5Ys1gKPH4u4R5VnuVP0zTq1q3Lt99+S8+ePTEajTid7pmZKhCkpKRIdw9RKZVlRWUXl3TXMhogxgiRIaiT7p022yecmZBCuvxViaZpGDrFA+DYmoVzZx5aQhghlyW5iqlS+9YLJ6RXXQwXJ5b8qy8tgeWRvOUbJD8Grl27vyYkxEi7NpdW+7m9LxtHaGg4n3252AORuZ/dbuPUqUyvdPkLDTWhaQbp8udHqlxQhYWF8dprr7Ft2zYuvfRS3n33XSIiJImfYbfbsdvteochfJSrdSoixNUapWkaWoOIkkKrOLDe5LmmTJcWqirTIkIwtIsFqxPtvGgMPRIr7QqqaSVrSRkSpWWqIpK3fIPkx8D16+6vOa9VD8LDq9/LIjo6gUt7XsvmLe9RWJjvgejcKy8/HaUUdTw8ZTqUvL6Hm6Jk2nQ/UuWCavbs2Rw6dIinn36auLg4UlNTmT17tidj8yt33HEHTz/9tN5hCB+lThTBKXvJmkUhf006YKgf7prtL6CcaaGKlBaq6jA0jyJkQH1C2sb6/fpcvkDylm+Q/BiYzOY8Dhz8iU5VXH+qPAP6T8FaXMjGTUvdGJln5P65qG9CgucLKigZRyUtVP6jyh8ft2rVijlz5ri+f+655zwSkL+65ppr+P333/UOQ/gg5VQ4952GGCNao799Oh4XChEhqJNF0KRqC8L6A1VoB5OhpGujqJaqrmMlzk3ylm+Q/BiY9vy2GaWcdOxwRY2P0bLFhZzX6iI+/3Ixgwbc7tMfJOX8WVB5o8sfQHh4NBYpqPxGlQuqlJSUcrevWbPGbcH4syFDhsg6VKJc6kghFDowXJRQJllomlYyCcEhM8rmDJg306rQAbVYC0kId5C85RskPwamXbu+Iiwsgtbn9ajVcQb0n8Kif9/Cr7s30qnjFe4JzgNycv5sofJClz+QFip/U+V3PDNmzHB9bbPZ+OKLL2q0iGGgslgsWK1WvcMQPkbZnTj/OA0JYWhJ5Y91MTSIwHHQXDLbX+MAaaUy2yu8XiG8RfKWb5D8GHhsNitbvvuQLuf3JzS0dq/1l/QYxZKlj/LZF//26YIqNy+NkJBQYmLqeuV8JlOUTJvuR6pcUPXoUfoTiF69ejF27Fhuv/32Sp/39NNPk5uby7x589izZw/Tp0+noKCA7t27M2vWLIxGIydOnGDq1KlkZ2fTokUL5s+fT1SUf00jfc8998g6G6IMdbSwZMHVCysZExMfCuGGktn+AqCgUnZnycQKMiGF0FlN85ZwL8mPgWfb9lWcPp1F/36Ta32ssLBwruhzIx9/8iLZOcdITGjshgjdLyf3BHXi62MweKcnickURVHRKa+cS9RejX8rcnNzycjIqHSfb7/9lhUrVri+nzp1KjNmzODTTz9FKcUHH3wAwKxZsxg3bhzr16+nU6dOLFq0qKZh6Wb06NFceeWVeochfIhSCueRQogPRUuoeMHVkm5/EahMS0kx4u/+nOFPuvwJX1OVvCXcT/Jj4Pn8y9eol9yS8zu55+fav9/NKOVkw1dvuuV4npCbc8IrM/ydER4uLVT+pMZjqE6cOMF1111X4f55eXksWLCA2267jb1793L8+HEsFgtdu3YFShZNfOmllxgzZgw//PAD//d//+fafsMNNzB16tQaXI5+BgwYQGJiot5hCB+icoqhwI6hc/w59zU0CMdxyIzKsKI19O9pnVVhyQx/mszwJ3RW3bwlPEPyY2A5evRX9v62hfFj57ittaZecgu6dh7Al1+9wYjhj2I0hrrluO6Um5dGk8YdvXa+ki5/MobKX9RoDJWmaSQkJNCqVSsADh06RPPmzUvt/8QTT3D//feTlpYGQEZGBklJSa7Hk5KSSE9PJzc3l+joaIxGY6nt1bVr165qP8edCgtLPkUIpoG3wXKtNb3OZnnxRGsmdqfvQZ3rQ3EFHQzJmHef4HBaXo3OV1vu+nkmmaNoSCw//74Lh0G55ZjuJr+7waG6eUt4RkFBgStHCv/3xVf/wWgMo8/lN7j1uAP638rTz43kh9TV9Lx4lFuP7Q45uSfo0vkqr50v3BQpLVR+pMZjqM52//33l+ra9+GHH9KgQQN69uzp6jOtVNk3VpqmVbi9ujp16oTJpN8g+ClTpgRVH/HU1FS6deumdxgeV9PrVBYHjg3paM2juLBD1fqDO3blEXq0iMQuLbw+3bg7f56OX/JQliK6XnShW47nbvK7qz+r1eqVD8Gqk7eE5zzwwANkZWVx+eWX6x2KqCWLpYBvNr/LJT1GEhubdO4nVEOXzleRnNScz75Y7HMFVWHRKSyWAq9NmQ5gMkVjsRR47XyidtwyyOHvRdG6devIzMxk+PDh5OfnU1hYiKZpZGVlufbJzMwkOTmZhIQECgoKcDgchISEuLb7m7Fjx7Jv3z69wxA+Qh0tBAWGplWfXEVrEIE6XIjKtKI18ONuf4V2GT8lfF55H+YJz5D8GDi2fPsBRUWnuOrKW9x+bIMhhKuuvIWl7z3O4cM7adass9vPUVO5uSW9rbw1ZTr82UJVXIjT6fTaRBii5tzyE/p7i9Kbb77J2rVrWbVqFffccw/9+vVj7ty5mEwmVxeUlStX0rt3b0JDQ+nevTvr1q0rtd3f9OvXj4suukjvMIQPODMZhZYYhhZd9cJCSwiDMAMqrciD0XmeMjtkhj/h83x5AdFAI/kxMCil+PzL12japBNtWl/ikXP07XMj0dEJvPXOVJ/60MO1qG+C9woqk6nkA9niYv9+TxAsvFryzp8/n7lz5zJ48GCKioqYOHEiADNnzuSDDz5gyJAhbN++nfvuu8+bYblFXl4ep0+f1jsM4QNUhhUsDrRm1Zv6X9M0tIYRqJMW1Gmbh6LzLOVUUOQAmZBCCPEnyY+BYf+B7Rw6/DP9+93ssQ8koqMTGDtmFnv2bmLL1vcr3XfD129x/9QuPP/i9axY/Qw7dn5Gfr5nZvHMPVNQebXLX8kyKjIxhX/w+MfII0eOZOTIkQC0a9eOZcuWldmnUaNGLFmyxNOheNTDDz9MVlYWV1xxhd6hCJ2pw2YwGdDqhVf7uYbzonEcL8T5az6GixP971P0P6dM16TLnxDiT5IfA8PnX76GyRTFZZde79Hz9LtiEl9tfIt3/vcYF14wmMjIuDL7/P7HNv7z1r3Uq9eSI0d3sW37Ktdjdes25a7b3qBd215uiyknp6Sg8mqXv/BoACxWM2XvgPA10inTTW644QYGDx6sdxhCZ6rQXjIGqmkkmqH6xZBmCsHQNhaVXYw64X/N/DJluhDi7yQ/+r8Ccy5bv1vG5ZeOJTIi1qPnMhhCuOnGF8g/lcGHy2eXefz06WxeWHgDCXUa8uQTG3hh/i+88e80Zkxbzw3Xz8WgGVj46k0UFbmvVTQ3L43IyDjCw6vX86Q2znT5kxYq/+CWgkqmnoXevXtz4YW+OauZ8B7n4ULQqjcZxd9pTSMhLhTnnlMom58t9GsuKaiQMVTCx0ne8h7Jj/7vm01Lsdks9O832Svna9WyG1f2vZn1n73C4cM7XdudTicLX72J/PwM7r9nKdFRdQCIjIyjY/veDB1yL3fe9h+ys4/y7vvT3RLLwUM/sf3HtSTVbeqW41XVX13+ZOp0f1Dldz1ZWVl8+OGHZGdnl9o+ffp0FixY4PbA/E12djZ5eXl6hyF0pBwKdawQLTkcLbzmLTSaphHSKQ7Hliycv58mpIP/NParQgeEaGCSxm+hP8lbvkHyo39TSvHFhtdpfV4Pmjfr4rXzjh3zT77/YSVv/Pd+Zj7+OQaDgRWr5vHzzs+Z/I+XaNmi/CK9bZueDBl0Nx9/8hIXXzSCTh2vqNH5SybhWMx/lz5CbGwSk//xci2upvrC/2yhskgLlV+ockF1//33ExsbS7t27fxvXIcXPPbYY2RlZXHllVfqHYrQiTpZBMVOtGaRtT6WFh+G1jQSdciMahKJFuN7q8aXq9AOkSHyGiF8guQt3yD50b/t+/17TqTt47ZbXvXqeaOjExh33VP8+/Xb2bTlXerEN2DZijlcfuk4rux7c6XPvXbUE6T+tI5XX7+NZ//1AxERMdU6d2FhPv9+/Q6+/2EFF3QZyO23vkZsTN3aXE61neleaJW1qPxCtVqo/H3iCE+aNGkSe/fu1TsMoSPn4cKSYqKuexaYNrSNxZFWhGNXPiGX+McEFcrsQIuR7n7CN0je8g2Bmh9tNitK+Vm37BrYtGUpYWERXHzRCK+fu8/lE9jw9Zss/d/jKBSNGrbn5kkvnjMfmkyR3H7Lv/nn7P68+/50bp70YpXPefDQTyx4+Qayso4wfuwcrh58ry7rQJlcLVTS5c8fVPmdT1JSEnl5ecTHx3swHP/Vq1cvTCb3vJEW/seZZYXcYgztY91W+GhhBgztYnH+ko86XoTWuPYtX56klIIiO9RgdkMhPEHylm8IxPzodDq558EOhIREEBq2gC6dr9I7JI8oLrbw7Xcf0aP78Gq38riDwWDgphtfYNoTl2EyRfLAve9WeWKIv3f9g8rjz8w6wvKVc9m46R3i4+sz8/HPaNumpxuuomZk2nT/cs6CavbskhlWQkJCGDNmDL169SI09K/uR9Onu2fQn79LT08v009fBAdlc+L8OQ+ijNVee+pctCaRcLQQ595TaPXC0UJ9eGxSkQOcoEXJDH9CX5K3fEsg5seCgmxyc9MICQll7rPDOb/Tldwwdg7NmnXWOzS3+nHHJ5gL87j8snG6xdCieVfuvfO/1KnTgIYN2lTruWd3/Rt/7Wvl7pOTc5yVq5/ly6/fRNM0BvS/lVHXPEZMTKI7wq8xVwuVRQoqf3DOgurMJ3vdunWjW7duno7Hb82YMYOsrCwGDBigdyjCy5y788HiIKRXXbQQ93bL0zSNkI5/TlCx7zQhHX13ggr15xpUMsOf0JvkLd8SiPnxzAKyA/s/Qt26sXy0ci6PzuhJ78vGM2bkDOrWbaJzhO6xafNS6sTX5/yOfXWN45KLR9boeWd3/XvnvSls+e58YmISiYmpS0x0Itk5x/jyq//gdDro2+dGrhn2CHUTG7s5+poJl2nT/co53/ncddddANhsNj755BOGDRtGZmYmH3/8MRMnTvR4gP5i8uTJ7NmzR+8whJc50y2oY0Vo50Wj1QnzyDnKTFAR66MTVMgaVMJHSN7yLYGYH/Py0wGIjUlmyKDJ9L58PCtXP8v6zxbxzealtGt7GT0vHkmPi64hPq6eztHWTH5+Bjt2fsaQgXdjMPjv63rbNj2Z/I+X+fTzN8nIPMz+g6mcOpWFw2HDYAih92XjGDn8MZKTm+sdailGYxghIaEybbqfqPJHyU8++SRms5lhw4ZhMBhITU3l2LFj0nXiTz169CAkxH9fcET1qWIHzp15EGvE0NqzfctdE1T86rsTVCizo2Rluwj5OxC+QfKWbwjE/HimhSoqsqRbWHRUHW64/l8M6H8rGzct4bvvl/PG2/fz5n8fpEO7y+l5ySiu6D0Ro9EzH7x5wtbvluFw2OmtY3c/d7my703Ex3ZxtVgrpSiynEY5nURFxesbXCXCTVHSQuUnqjwg46effuL5558HIDExkRdffJHvv//eY4H5m+PHj5ORkaF3GMJLlFI4f8kHm5OQLnXQDJ4tcM5MUEFOMepE0bljy7SgrA6PxlRGoR0ijD5Z7IngJHnLNwRifsw/VXI9kZF1Sm1PTmrGmJHTmT8vlWf/9QMjhz9Cbv5JXn/zHqb/szdHj/6qR7g1smnLUpo360KTJh31DsXtNE0jMiLWp4spKOmyaLHKtOn+oMoFlc1mo7i42PW93W73SED+atasWbz2WvkDHkXgUSeKUCctGNrEeK0LntYkEuJCce45hbJVPFWv87fTOLfl4PgyHcdPuahsa8kMfB6mCu0yIYXwKZK3fEMg5se8vHSMxjBMpuhyH9c0jSZNOjJm1Ayem/cjD933Pjk5aUybeRlr172I01n76dY3b3mPDV+/RXFx5R+y1cTRY7s5cPAnel823u3HFlUXHh4t06b7iSp3+bviiiu4+eabGT58OJqmsfb/2bvv8CbLr4Hj36STttDS0pa9l8geMhQQFIFCKVNQ5k8REBRZggrIi4IIDhRRFBUHDkD2EhFRtiJFQGTKKJTRvWea3O8ftZEKLR1JnyQ9n+vios14nnNnnZ7ca+tWOnXqZM3Y7Mq4ceMcboy4uDOVbsT0VwL4uKCrfedkag06nQ6nxv8sUHE+CadGty9QYbqQjLqQjK5qGXDWo8JTMV5PAy9n9NU90FX1sPhKgUopVEQ6JGeBr2MtjSzsm+Qt2+CI+TEhMRIf78AC9cjrdDpatwqmXt22fLziGb769kVC/9jO+LEf41+hepHOv3PXR6z4YjIA36yexUMPPsEj3cbg5/vvggomk5Hzfx/m6B/fc+bcAQYP/D8a3dOxQMffd+Bb9HonOrQfVKT4hGW4uXnIkD87UeCCavr06Xz99df89NNPODs7061bNx577DFrxmZXWrZsWSK9AEJbSqnseVNGcGpu/aF+/6XzcUVX7ZYFKsr+2ztmyllevZI7+qY+6HQ6VMOyqOvpmK6kYDqVCGeT0Lcqj97fMntFqSQDplMJqOjM7KLNwsvGC1EckrdsgyPmx4SECLy9Awp1H2/vAKZOWs2efV/xxcppTH+xDcOHvs6DnUYWauPYfQe+ZcUXk2nVshdB3Z/hhx8/ZPO2t9myfTH3telL08YPcer0Xo6d2ElycixOTs64uXnywUejeWPBkbvuJ2UyGdl/4FuaNe1mtwtqOAo3N09ZlMJOFLigunz5MiNGjMi1QtKePXvo3LmzVQKzN2FhYdy4cUPrMISVqagMVFRG9ga+ntosD65vWBbjzTRMJxPQ/7NAhelGGqYT8ej83dA3L2/+1lTnpEdXzQN9NQ9UggHjiThMR2KhlS/6gKIXVcpgwnQuCRWWAk469I3KoavhWeIFphD5kbxlGxwxP8YnROTqDSoonU7Hg52G0+ieTnz48ViWfzqBffu/ZfQT71GlcoO73v/I0a0sWz6Ge+/pzHMTVuLq6s69jToTGRXGDz9+yM97PufX39ZRtmwFWjbvScvmPWna5CHCr51hzqtd+Wb1LJ4c9W6+57gS/gexcdcZPnRhodsnLMvNzYOkJMfaw81RFfgrkeHDh7N9+3Ygexz6ggULmDNnjtUCszfz589nxYoVWodhMSo5i6w9kWT9cIOsn25m/3wwCuPhGIx/xOGd5o4yOdY3jnejlMJ0JhE8nNDV1K4nRufqhL5BOVRsJupGOqboDEzH4sDHBX3LvHvNdN4uOLWtAF4umEJjMUWkF/rcyqgwhaVg/CUSdTkFXTUPnLoEoK/lJcWUsDmSt2yDo+VHyF7lz8en6L03Af41mPXCdsY8+QFXwv9ixsy2rF0/H4MhI8/7/PnXz7y7dDi1arZg2uQ1uLq65zre8McX8MG751k4/zc+WnqJ8WM/pl3b/nh4eFO/XluCejzLjz99zF+n9uQb21+nd+Dh4U2rFkFFbp+wDHc3L+mhshMF/or9iy++YMqUKRw8eJBTp05Ru3ZtNm/ebM3Y7MozzzzDqVOntA7DIlRCJsbDsQDoqnpAlgmyFGSZUJkmSDRQM6M8xl8i0df0RFfN8vNybJG6lgZJWehblPxQv//SVfeAK6nZmwpnKfB0xqmNHzrn/J8Hnasep3Z+GH+LwRT6T09V4N17qpRRoa6mYrqQBOkm8HXFqZE3Om8b3RNLCCRv2QpHyo+QPSQuMSka73KFG/L3X3q9nq4PjqJli558+fUM1m6Yz8Hf1jJk0P8R6F/LvAGti4sb5/8+zJuLH6ViYF1efH5jnsP23N29qFG9yR2ve3TAy4Qe3cZHn45n0fzDuLvf/sVgenoy58/voeMDj+HqWqZY7RPF5ybLptuNAhdU9erV48knn2TWrFmUL1+eRYsWUa5cOWvGZleaNm2KwWDQOoxiM0VnZP+h7aLH6T4/dF63v0SUUvx98C9q6StiOp0I55Oyh5XV9ETnoc0wOGtTRoXpXBJ4u6CrZJn5R8VhXqDiYDSUccp+rlwLVtTqXPQ4tb2lqGpZPs/bKqMJFZaK6WIyZJigvCv6pl7oKrjJ8ujC5knesg2Okh9zJCXFYDIZ8bbQ/CIf70Amjv+cTg88zqefPcfb7+ae5+fu7oXRaMC3fBVemrEZLy/fIp3Hzc2DsaOXMXf+I6xe+3+MHPZGruvj4m+w4vNJGLLSZXU/G+Hu5iE9VHaiwH/9Tpo0ibNnz/Ldd99x8eJFRo4cyVNPPcWoUaOsGJ79uHDhAuHh4eZN4+yR6UZa9tAxD2ec2vqhc7/zEtg6nY5E9wycW1VAJWRiupiCupyC8VIKuOnB0xmdl3P2HCMvZ3TlXPI8lr1QYSmQZjQv9mALdOVd0bfNLnoL+/iai6rDMZiOxuFb1gPTzTTINEHmPz2RmSZUVAZkmtD5uaJrURadr6vNtF+Iu5G8ZRscIT/eKmcPKksv2NC86SO8tfAoFy6GkpQUTWJSDEnJMSQlxZCVlUnvoEmU96lUrHPc0/ABHnl4LDt2fkC7+/rToH57TCYTu39ZwTerZ2MwpNPp/rE0qN/eQq0SxeHm7iX7UNmJAhdUZcqUYcOGDYSFhREUFESDBg2YNWuWJKZ/LFy4kOjoaEJCQrQOpUhMV1KyN6r1cckeOlbQ3g5vV5xauKIalkPdSEMlZaFSDNk/G/6ZY6UDXS0v9PW87jokzRYpgwnT30nZCz5UsK1lwYsTj+6fXkjj4RiqxXtjCo3790onHbjo0fm4oK/jhU6WQxd2qCh5a+nSpXz//fcAdO7cmenTp3Pw4EEWLFhARkYGPXv2ZPLk7OWqT58+zaxZs0hOTqZ169bMnTsXZ2fH7KUvDnvPj/+VkJBdUHl7B5Bq4dFYrq5luKfhA5Y96H88PvhVjh77ng8/HsfECZ/z+cppnD13iHvv6cyT/1vCjeuJ8sWZjXB388BgyMBkMqLX2/cX046uwJ/8gwcP5uGHH8bZ2ZlVq1YxdOhQPvjgA2vGpjmVaEBlGP/5hdz/63L+ZX/oTBw1nsuXL6Ni85pQqsv1X+4T3fbDv/fJ6zPNHI/K3uTVoCDTiMpUYDCBUYHzP38Uu2T/j7M+exkSgzLPi1IGE6QbUTfSswuGluWLVPToyjjl2pNJKZXd25GShelqGupiMsYbaejv9S7QnJ2CUPGZ2cPwyjqjr+5ptVX3TBeSwaDQN3C8oUI6Fz1O7Spw9vBJGjRqCK56cNWjc5JkKuxfYfPWwYMH2b9/Pxs2bECn0zF69Gi2bt3Km2++ycqVK6lUqRJjx441rxT4/PPPM2/ePJo3b85LL73EmjVrePzxx0uwhfZh0qRJ/PXXX1qHYTHxCRFATkGVpHE0hefu7sXYJz9g/sLevDj7fry8fBn31Ed07jgMnU7HjeuhWoco/uHmlj3PLT0jBY8yjvc3iCMp8F+gixYt4vPPP2fatGlUrFiRRYsW8dprr7Fu3TprxqcZU1gKppMJBb59QwJo6B2A8ZDGy1vqyS6enHTZixUYTOS7/YeTDpx16Kp7oL/X22KLLeh0OnBzAjcnnHzdUNXKYPwzAdORWFSge/a5yhTt2xalFOpiMqazSdltjc7AeDEle1hadU90ge4WKwicjXrUpWR0Vco47AIMOicdKa6ZDts+UXoVNm/5+/vzwgsv4OrqCkCdOnW4fPkyNWrUoFq1agAEBwezY8cO6tatS3p6Os2bNwegf//+LFmyRAqqO2jUqBFpaWlah2ExOT1UPt6B3LhufwUVQJPGXRnUfxYxsdcYMuj/KFfOX+uQxB24uXkA2YuFSEFl2wpcUKWnp1O3bl3z7507d+btt9+2SlBaM11LxXQyAV2AG/o6ZXP3EuX8rP75hwIFZ/8+z+VLl3jk4Uf+vW1elcwdOqLyld/tdbp/e6BcswupW7vqlVLZvVX/FFeYABdddm+Vs67EVqvT+brh1NE/uxA6n4xxTyT6ul7oqnugcy14YaXSjZiOx6OiM9BVzN7AFqNChadiupKK+iMuu1euWhn09coWe4hhxeTslZT09fPfCFEIYXsKm7fq1atn/vny5cts376d4cOH4+//7x+bAQEBREREEBkZmetyf39/IiIiCh3jyZMn73h5aKjj9BKEhYVpHYJFnT13AicnV06dOo9Op7Pb56pm9e7UrA7nz18BruS6zl7bdDf21q4bN6IAOBp6mPLlq+V5O3trV0HYW5sKXFA5OzuTkJBg/mP94sWLDjnG1hSRjul4PDpfV/QtfQvc0/H2i0uIjo6mx5BgK0dYODpddg8UzoDGC0Po9Dp0dcuiq1wG018J2T1M55Oye5Sqe2b3MOXzmjJFZj83ZCn0Tbyzl2vX6cCF7OPW8UJFZ6CupKIupmCMyMCpdXl0XkXreVFJBnzTyqCr5birFwrhyIqat86fP8/YsWOZMWMGzs7OXLp0Kdf1Op0u+8uq/yhKTmzcuDFubrnnKIaGhjrMAg4AH330EdHR0axfv17rUCzityN6yvsE0rp1a4d7rsDxXn857LFdRhXO9h+gbr1a1KzR7I63scd23Y0ttikjIyPPL8CgEAXV008/zbBhw4iOjmbKlCkcOHCAV155xSJB2gpTdAamo7FQzgV9m4IXUwDTpk3L94EW/9J5ZO+ZpJIM2b1K11JRN9LBwwl9NQ/wcc3uTTPcMs8r1Yi6ngZlnXFqVx5d2duLJJ1Oh87fHfzdMcVkYDoah/FANPpmPugrFm4/DZVpyh6iqFM41/W6+x2EEDanKHkrNDSUiRMn8tJLL9GrVy8OHz5MdHS0+frIyEgCAgIIDAzMdXlUVBQBAcXbl8hROVp+jE+IsNiS6ULkJ2cOlSydbvsKXFB16dKF2rVrc+DAAUwmE+PHj881lMLeqbhMTEdiszdIve/uG6T+V/369UlKss+x1FrRlXXB6V7v7BUCb6ZhupKa3Wt1J846dDU90TcsV6BCV+/nhu4Bf4xHYzGFxqHqGNA3KFugb5BVbAbGP+Ig00R4uQTquFYtbNOEEDagsHnrxo0bTJgwgcWLF9O+ffay0c2aNePSpUuEhYVRtWpVtm7dyoABA6hSpQpubm7mb1I3btxIp06dSqppdsXR8mNCQgQV/PIefiWEpbjnLEqRLkun27pCjWOqUaMGNWrUKPDt7WX5WZVowHg4Btz0hdog9VanTp3i4sWLNtdFaQ90Tjp0VTzQV/FApWRBujF7Ttitc72KMJRGV8YJp3YVMJ1KQF1IxpRgQN+ifJ7Pr1Iq+3bnkrI3y+1Qgfi/bxS3eUIIDRUmb3366adkZGTw+uuvmy8bMmQIr7/+Os8++ywZGRl07tyZHj16APDmm28ya9YsUlJSaNSoESNGjLBKG+ydo+XHhIRI6tR2jLYI2+Zu7qGy8Pr8wuKsVrHY0/KzxhPx4KzLdzPbu3nnnXeIjo5m0KBBlg2ulNF5OoMFlz/XOelwauKDydsF018JGPdEoqvglr1Bra9r9sbDOh0qw4jp2D+LXVRyR9/EB52L/e2ZJYQoulmzZjFr1qw7Xrd58+bbLmvYsCFr1661dlh2z5Hyo8lkJCExSob8iRLh5p6zbLoM+bN1Viuo7Gn5WafG3uDuVORiCmDGjBkONUbc0eire6Ir54LpYjIqJiN7PhZk77lU3hUVnwkGU+7FLoQQQhSbI+XHpKQYlDLh7S3z5YT15SybLj1Uts9qBVVJLz9rCx/WVatWtbtlHovDbtvqA65GJ7wyXfE0uOIZ7YpRp7haPp70qBsQlfvmdtvOQiot7YTS09bS0k5h2+rUqUN8fLzWYVhEQuI/e1CVkx4qYX3mjX3TpaCydVafpFRSy8/eaenZknTixAlOnTrFkCFDNIuhJNnikpbFdS+3z7NwxHbeSWlpJ5SettpyO++2/KxwLCdOnOD8+fM2+3osjPj47C97vX2koBLWJ3Oo7IdVJ4mEhoYyatQopk6dSr9+/W5bZtaRlp9dunQpa9as0ToMIYQQwqY4Un7M6aHyLmdff6MI+6TXO+Hi4i7LptsBq/VQlbblZ2fOnMmff/6pdRhCCCGETXGk/JiQ8M+QP5lDJUqIu5un9FDZAasVVKVt+dkaNWrk6mUTQgghhGPlx/iECFxc3ClTppzWoYhSws3Ng3QpqGye1Qqq0rb87NGjRzlz5oxDjBEXQgghLMWR8mNCQiTe3gGyEqwoMe7uXlJQ2QHZaMdCPvzwQ9atW6d1GEIIIYRNcaT8mJAYKfOnRIlyc/OQIX92wOqr/JUWc+bM4cSJE1qHIYQQQtgUR8qP8fER+PtX1zoMUYq4uXnKsul2QHqoLKRKlSp2tzKhEEIIYW2OlB8TEiOkh0qUKOmhsg9SUFnI4cOHZV8VIYQQ4j8cJT+aTEYSE6PxlhX+RAlyd/OSZdPtgBRUFvLJJ5+wadMmrcMQQgghbIqj5MfEpGiUMuHjLZv6ipIjPVT2QeZQWcirr77K8ePHtQ5DCCGEsCmOkh9z9qDyloJKlCB3N09Z5c8OSA+VhQQGBuLn56d1GEIIIYRNcZT8+G9BJUP+RMlxk4197YIUVBZy8OBBh/gGTgghhLAkR8mP8QkRADLkT5Qod3dPjMYssrIytQ5F5EMKKgv5/PPP2bp1q9ZhCCGEEDbFUfKj9FAJLbi5eQLIsD8bJ3OoLGTBggUcO3ZM6zCEEEIIm+Io+TEhMRIXF3fKuJfVOhRRiri5eQCQnp6Cl2d5jaMReZEeKgvx8/PDx8dH6zCEEEIIm+Io+TE+IQIf70B0Op3WoYhSxN3dC0DmUdk4KagsZO/evRw9elTrMIQQQgib4ij5MSEhUob7iRKX00MlBZVtkyF/FvLVV18RHR3NU089pXUoQtyRwWAgPDyc9PT0265zdnbm9OnTGkRV8kpLW22hne7u7lStWhUXFxdN4xDacpT8mJAQib9/da3DEKVMzhwq2dzXtklBZSGLFi1yiDHiwnGFh4dTtmxZataseduQlZSUFDw9PTWKrGSVlrZq3U6lFDExMYSHh1OrVi3N4hDac5T8mJAQQb26bbQOQ5Qy7jmLUqQnaxyJyI8M+bMQHx8fypaViarCdqWnp+Pn5yfj/0WJ0Ol0+Pn53bFHVJQujpAfTSYjiUnRMuRPlDh36aGyC1JQWcju3bv5/ffftQ5DiHxJMSVKkrzeBDhGfkxMikYpE97lpKASJUuWTbcPUlBZyKpVq9i5c6fWYQghhBA2xRHyY0L8P5v6+lTUOBJR2piXTc+QIX+2TAoqC3n77beZPHmy1mEIYTeSk5OZO3cuvXv3JiQkhOHDh/PXX38V+Xgvvvgi165dK9R9GjRocMfL4+LiaNKkCStWrMh1+V9//UXXrl0ZPnz4bfd56qmniIiIKNT5C+q9997j/vvvJyQkhJCQEHr27ElwcDChoaEWPc9vv/12x7bBv4/Vt99+y7fffmvR8wrH5gj5MT7xn019pYdKlDBZlMI+SEFlIV5eXnh4eGgdhhB2wWQy8dRTT+Ht7c3GjRvZtGkTEyZM4KmnniIuLq5Ix/ztt99QSlkkvq1bt9KlSxdWr16d65g///wzvXv3ZuXKlbfd5+OPPyYwMNAi57+TIUOGsGnTJjZt2sT333/PgAEDeP311612vrw89thjPPbYYyV+XmG/HCE/JiT8U1DJHCpRwlxdy6DT6WTZdBsnq/xZyM6dOzl//jytWrXSOhQh7soUnorp6r/fdrkYjWQ5pVnk2PpqHuir5v/H02+//UZkZCQTJ05Er8/+Xqddu3YsWLAAk8kEwPLly/n+++8xGo088MADPP/881y7do1nnnmGevXqcfr0afz8/Hj33XdZs2YNkZGRjBkzhq+//poBAwbQtGlTTp8+zTfffMOXX37JoUOHSEhIoFy5cnzwwQf4+/vnGd/69et54YUXmDdvHr/++ivt27dnz5495p4ZV1dXwsPDiY+PJywsjOeff5558+bx5Zdf4u/vz9y5cwkNDcXFxYXx48cTFBTE999/z2effUZ6ejoZGRnMmzePNm3aMHz4cJo0aUJoaCixsbHMmjWLzp075/v4mUwmbt68ibe3NwDR0dG8/PLL3Lx5E51Ox9SpU2nWrBnvvfcely9f5sqVK8THxzN48GBGjx7N+vXrOXz4sLkgGz58OM888wyQ3Tv35JNPEhkZSdOmTZkzZw6urq7mc7/33nsAPPvss2zZsoVly5ah0+lo0qQJr776qiyRLm7jCPkxIeGfIX/e1vvSRIg70ev1uLp6SA+VjZMeKgtZu3YtP/30k9ZhCGEXTp06RZMmTczFVI7OnTvj5+fH3r17OXnyJGvXrmXjxo1ERESwefNmAM6cOcP//vc/tm7dSrly5diyZQtjxowhICCA5cuXU758eQA6derEDz/8QHJyMhcvXmTVqlX88MMPVKtWjS1btuQZ25kzZ4iKiqJ169b07NmTVatWmWMbMmQIQ4YMMRcfPj4+fP/993Tt2tV8/5UrV5KammouoN5//30yMzNZtWoVH374IZs3b+app57i008/Nd/HYDCwevVqXnzxRd599907xrVq1SpCQkLo0qULXbp0IS0tjddeew2A+fPnM2DAANavX8+yZct4+eWXSUnJ/jbz3LlzfP7556xfv57Vq1ffdVhleHg4s2fPZvPmzaSkpOQ5vC8iIoIFCxawYsUKtm3bhtFoZM+ePfkeW5ROjpAf4xMicXUtg7u7l9ahiFLI3c1Tlk23cdJDZSFLlixxiJ3gRemgr5q7F6mk9yzS6/X5Ds87dOgQJ06coH///kD2ku+VK1emVatW+Pn50ahRIwDq1atHQkLCHY/RrFkzAGrUqMGMGTP47rvvuHTpEidOnKB27dp5nnvdunX06NEDJycngoKC+OCDD4iOjqZChQq33bZp06a3Xfb777/z6KOPotfr8ff3Z9u2bQC8//777N69m0uXLnH48OFcxWTHjh3N7YmPj79jXEOGDOHZZ58lKiqKkSNHcu+99xIQkD386ODBg1y8eJElS5YAkJWVRXh4OAC9e/c2P7ddu3bl119/NRedd9K6dWtq1qwJQHBwMOvXr2fkyJG33e6PP/6gZcuWVKyYPUn/jTfeyPOYonRzhPyYkBiJd7kAWblSaMLNTXqobJ0UVBbi7u6Om5ub1mEIYRcaN27MN998g1Iq1x8ob7/9Nh06dMBoNDJy5Ej+97//AZCYmIiTkxNxcXG53mc6nS7PwizndidPnmTq1KmMGjWK7t27YzQa87yPwWBgy5YtODs7s3v3bvPl69atY+zYsbfd3t3d/bbLnJ1zf6yGhYXh5+fHgAEDCAkJoU2bNjRo0ICvv/76tlgL8seav78/8+bN43//+x/t27enWrVqmEwmvvjiC3x8fIDs3qMyZcpw4MABnJyczPc1mUw4OTnd9rgZDIY7xq+Uuq09ebUzNjYWAF9f37u2QZQujpAfE+Ij8PGR4X5CG+7uXjKHysbJkD8L2b59O/v379c6DCHsQuvWrfHz82Pp0qUYjUYA9u3bx/r166lbty7t2rVj06ZNpKSkkJWVxYQJE/jhhx/yPaaTk5P5WLf6/fffue+++3jssceoW7cuv/766x1vB9mLTvj6+rJ//352797N7t27eeWVV1izZk2BF7xo06YN33//PUopYmJiGDZsGKdOnUKv1zNu3DjatWvH3r1784yhIFq2bEnXrl3NvULt2rXjm2++AeDvv/+mT58+5g11d+3aRWZmJgkJCfz888888MADlC9fngsXLqCU4urVq5w9e9Z87NDQUK5fv47JZGLjxo106NDhjjE0adKE48ePExUVBcBrr71m98O6hHU4Qn7M6aESQgtubh6kSw+VTZMeKgvZuHEj0dHRPPfcc1qHIoTN0+l0fPDBByxYsIDevXvj7OxM+fLlWb58ORUqVKBr166cOXOGRx99FKPRSMeOHenXr1++y6I/+OCDjBkzhk8++STX5UFBQTzzzDMEBwfj4uJCvXr1zMPh/mv9+vW3rWDXu3dv3n77bfbt21egtj3++OPMmzePPn36ADB79mxatWrFPffcQ8+ePXF3d6dNmzZcv369QMfLy5QpUwgKCuLIkSPMmjWLl19+meDgYAAWLVpkHubn5ubG448/TnJyMmPHjqVu3bpUr17dPLSxVq1auRYLqFu3Li+99BJRUVG0a9eOgQMH3vH8gYGBzJw5kyeffBKTyUTz5s3NQzSFuJUj5MeEhEjq1b1P6zBEKeUmc6hsnk5Zap1hjWRkZHDy5EkaN26s6ZCCrKwsQkNDadu2rWYxlKTQ0FC7XrGpoBypnadPn+aee+6543UlPYdKS6WlrSkpKeZ9tJ599lnN4rjT685WPre1lN9j4EifO2D/+dFkMjJ0lDf9Q2YwaMDsXNc52nMFjtkmsO92vbF4EFFRV1j02m+3XWfP7cqLLbbpbnnLpob8bdmyhaCgILp165ZrfoE9cHZ2znOugRBCCMdlz7mrJNh7fkxMjEIpk+xBJTTj7iZzqGydzXzCRUREsHjxYtavX4+rqytDhgyhbdu21K1bV+vQCmTLli38/fffNldRCyFKLy17pkoLe89dJcHe8+O/m/rKohRCG9mr/ElBZctspqA6ePAg7dq1M69S1b17d3bs2GHe78XWbdmyhejoaCZPnqx1KELk6b+r6glhTXY+orxAtMpdBkMGJ07+hMmYZdXzWMKKFe+TmJjIAx3raB1KkVy5ehKQTX2FdtzcPElNS+T3I5tvu+7ChQuYVN7zi+2RNdrk4upO08YPodc73f3GRWAzBVVkZCT+/v7m3wMCAjhx4kSB73/y5ElrhFVgOUsqh4aGahpHSSotbXWUdur1eq5fv463t/cdi6qcjWBLg9LSVi3bqZQiISGB9PR0h3kP3Ym1ctfdHrOTp3bw/c75BT6Plty8wN8L3np3iNahFIOOmzcSSU66/XlxxNe3I7YJ7LddqakmMjPT7Pw9pL2Bfd+kVk3rzOW0mYLqTt9kFuabdFuY3GyLk+ispbS01ZHaaTAYCA8P5+rVq7ddl5mZiaurqwZRlbzS0lZbaKe7uzuNGzfGxcUl1+U5k3sdgTVyV0E+d1q2bEnXB/tiNNl+DxXAqVOnadTozovi2ANPz/L4V6h+2+WOlCNyOGKbwL7b1aJFc4J6jEQp023X2ft7606s0SYXF3eqVG5Q5PvfLW/ZTEEVGBjIkSNHzL9HRkYSECATQIWwFBcXF2rVqnXH60JDQ2nWrFkJR6SN0tLW0tJOrWmVu3Q6HdWq3Wv181hKTHQWNWvI61GIotDrnahRvckdr3PE95Y9tslmVvnr0KEDhw4dIjY2lrS0NHbu3EmnTp20DksIIYTIk+QuIYQQNtVDNXnyZEaMGIHBYGDgwIE0bdpU67CEEEKIPEnuEkIIYTMFFUBwcDDBwcFahyGEEEIUmOQuIYQo3WyqoCqKnAnBmZmZGkeSLSMjQ+sQSkxpaau00/GUlrbaajtzPq9Lw7Lqeblb7rLV5644HLFN4JjtcsQ2gbTLntham+6Wt3TKzjNaUlIS586d0zoMIYQQhVS/fn3Kli2rdRiakNwlhBD2J6+8ZfcFlclkIiUlBRcXF9mwVAgh7IBSCoPBgKenJ3q9zayNVKIkdwkhhP24W96y+4JKCCGEEEIIIbRSOr8aFEIIIYQQQggLkIJKCCGEEEIIIYpICiohhBBCCCGEKCIpqIQQQgghhBCiiKSgEkIIIYQQQogikoJKCCGEEEIIIYpICiohhBBCCCGEKCIpqAogOTmZ3r17Ex4eDsD69esJCgoiODiYefPmkZWVBUBkZCRjxoyhb9++DBkyxHz7xMRExowZQ8+ePRk6dChRUVGateVuCtLWmJgYQkJCzP+6du1KixYtAPtpa0Gf0/DwcIYOHUpISAjDhw/n2rVrAGRmZvL888/Ts2dP+vXrx4ULFzRrS34K2s4TJ04wYMAAgoODGTt2rPl5s5d2Ll26lF69etGrVy8WLVoEwMGDBwkODuaRRx5h8eLF5tuePn2aAQMG0L17d2bOnGl+DK5fv87QoUPp0aMHTz/9NCkpKZq0JT+FaWeOGTNmsH79evPv9tBOR1TQ9+LGjRt54IEHzJ+vOc+prT5vjpofHTEXOmrec8Q854g5zeHzlxL5OnbsmOrdu7e699571dWrV9WFCxdUx44dVUREhFJKqTlz5qgVK1YopZQaOXKk+uabb5RSSn3zzTfqueeeU0opNXfuXPXRRx8ppZTasGGD+XJbU5i25jAajWrYsGFq8+bNSin7aGth2jlt2jT19ddfK6WU+vLLL9XUqVOVUkp98sknavbs2UoppQ4fPqwGDhyoQUvyV9B2mkwm1blzZ3Xo0CGllFLbtm1TY8eOVUrZRzsPHDigBg8erDIyMlRmZqYaMWKE2rJli+rcubO6cuWKMhgM6oknnlC//PKLUkqpXr16qT/++EMppdSLL75ofn7HjBmjtm7dqpRSaunSpWrRokWatCcvhW3nzZs31dixY1XTpk3VunXrzMex9XY6osJ85rzyyitqy5Yttx3DFp83R82PjpgLHTXvOWKec8ScVhryl/RQ3cWaNWuYM2cOAQEBAJw9e5bmzZubf+/SpQu7du0iNjaWM2fOMGTIEAAGDBjApEmTAPjll18IDg4GoHfv3uzduxeDwVDyjbmLgrb1VuvWraNMmTLm9tlDWwvTTpPJRHJyMgBpaWm4u7sD2e3s06cPAG3atCEuLo7r16+XdFPyVdB2xsXFkZ6eTrt27cyX79+/n8zMTLtop7+/Py+88AKurq64uLhQp04dLl++TI0aNahWrRrOzs4EBwezY8cOrl27Rnp6Os2bNwegf//+7NixA4PBwO+//0737t1zXW5LCtNOgC1btvDQQw/Rs2dP8zHsoZ2OqDCfOX/++ScbN26kT58+TJs2jYSEBJt93hw1PzpiLnTUvOeIec4Rc1ppyF9SUN3F/Pnzad26tfn3hg0bcvz4cW7cuIHRaGTHjh1ER0dz9epVKleuzGuvvUafPn2YOHEiLi4uQPZQB39/fwCcnZ3x8vIiNjZWk/bkp6BtzWE0Glm2bBlTp041X2YPbS1MO5977jk+//xzOnbsyIoVK3jqqaeA3O2E7A+LmzdvlmxD7qKg7SxfvjweHh7s378fgG3btmEwGIiLi7OLdtarV8+cTC5fvsz27dvR6XS54g4ICCAiIuKO7YmIiCAuLg4vLy+cnZ1zXW5LCtNOgNGjRzNo0KBcx7CHdjqiwnzm+Pv78+yzz7Jp0yYqVarEK6+8YrPPm6PmR0fMhY6a9xwxzzliTisN+UsKqkKqVasWU6dO5emnn2bo0KE0aNAAFxcXsrKyOHXqFB06dGDz5s089NBDvPDCC3keR6+3/Yc+r7bm2LdvH7Vq1aJBgwb5HsfW25pfO2fMmMErr7zCvn37mDt3Ls888wxKqTsex17bqdPpWLJkCR999BF9+/YlKSkJHx+fXM/1rWy1nefPn+eJJ55gxowZVK9e/bbrdTrdHZ+7/C63RQVpZ17sqZ2OLL/PnPfff59mzZqh0+kYPXo0e/futZvnzVHzoyPmQkfNe46U5xwxpzly/tL+FWNnMjIyaNq0KRs3bmTVqlVUrlyZatWq4e/vj6enJ126dAGyu/hPnDgBZFfdOd/8ZGVlkZycjI+Pj1ZNKLC82ppj165dBAUF5bqPPbY1r3bGxsZy8eJFHn74YQC6d+9OVFQUcXFxBAQE5JpkHBUVZR5iYKvyez6dnZ1ZuXIlGzdupF+/fphMJnx8fOymnaGhoYwaNYqpU6fSr18/AgMDc32DHBkZSUBAwG2X57TH19eX5ORkjEZjrsttTUHbmRd7aaejy+u9mJSUxOeff26+nVIKZ2dnu3neHDU/OmIudNS85yh5zhFzmqPnLymoCik1NZWRI0eSnJxMZmYmK1euJCgoiOrVqxMYGMiePXsA+Pnnn7n33nsB6Ny5Mxs3bgRg+/bttG7dOs9vRWxJXm3NcezYsVxd7WCfbc2rneXLl8fNzY0jR44A2R8Gnp6e+Pr60rlzZzZt2gTAkSNHcHNzo3Llylo2467yez5feukl8x84K1asoEePHuj1erto540bN5gwYQJvvvkmvXr1AqBZs2ZcunSJsLAwjEYjW7dupVOnTlSpUgU3NzdCQ0OB7BXVOnXqhIuLC61bt2b79u25LrclhWlnXuyhnaVBXu9FDw8PPvnkE44fPw7AV199Rbdu3ezmeXPU/OiIudBR854j5DlHzGmlIn9ptRqGvenSpYu6evWqUkqpNWvWqKCgIPXII4+oJUuWmG9z4cIFNWzYMNWrVy81ePBgdenSJaWUUnFxcWrs2LEqKChIDR482HwcW1WQtiqlVNOmTVV6enquy+yprQVp5/Hjx9XAgQNV79691eDBg9Vff/2llFIqPT1dTZ8+XQUFBam+ffuqkydPatKGgihoO/v27au6d++uJk6cqJKSkpRS9tHOV199VTVv3lz16dPH/O+bb75RBw8eVMHBweqRRx5R8+fPVyaTSSml1OnTp9WAAQNUjx491JQpU1RGRoZSSqnw8HA1bNgw1bNnT/XEE0+o+Ph4LZt1m8K2M8eMGTNyrZJk6+10ZAV5L/7++++qb9++qkePHmrcuHEqMTFRKWXbz5uj5kdHzIWOmvccKc85Yk4rDflLp1QeA2OFEEIIIYQQQuRLhvwJIYQQQgghRBFJQSWEEEIIIYQQRSQFlRBCCCGEEEIUkRRUQgghhBBCCFFEUlAJIYQQQgghRBFJQSWEEEIIIYQQRSQFlRBCCCGEEEIUkbPWAQhR2syaNQtfX1+mTJkCwObNm/nhhx8YMGAAy5Ytw2Aw4O7uzowZM2jRogXR0dG8/PLLxMTEEBUVRZUqVXjnnXfw8/Oja9euNG3alLNnzzJlyhS6deumceuEEEI4GslbQuRPeqiEKGFDhw5l/fr1ZGVlAbB69Wo6duzI4sWLWb58ORs3buTVV1/l2WefJTU1lW3bttG8eXNWr17NTz/9hLu7O5s2bTIfr169enz//feSlIQQQliF5C0h8ic9VEKUsHvuuYeqVavyyy+/UKtWLSIjIzEajURGRjJq1Cjz7XQ6HVeuXGHkyJEcOXKEzz77jMuXL3P+/HmaNWtmvl3r1q01aIUQQojSQvKWEPmTgkoIDQwdOpR169ZRs2ZNHn30UUwmE+3bt+edd94x3+bGjRsEBATwxhtvcOLECQYMGEDbtm3JyspCKWW+nYeHhwYtEEIIUZpI3hIibzLkTwgNdO/endOnT7Nz504GDBhAu3btOHDgABcuXABgz5499OnTh4yMDPbv38/IkSPp27cvfn5+HDx4EKPRqHELhBBClCaSt4TIm/RQCaEBV1dXunfvTnR0NL6+vvj6+vLKK68wZcoUlFI4OzuzbNkyPDw8mDBhAosWLeKDDz7AycmJli1bcuXKFa2bIIQQohSRvCVE3nTq1j5YIUSJSE1NZdiwYcyZMyfXuHIhhBDCFkneEiJvMuRPiBK2b98+HnzwQdq2bStJSQghhM2TvCVE/qSHSgghhBBCCCGKSHqohBBCCCGEEKKIpKASQgghhBBCiCKSgkoIIYQQQgghikgKKiGEEEIIIYQoIimohBBCCCGEEKKIpKASQgghhBBCiCKSgkoIIYQQQgghikgKKiGEEEIIIYQoIimohBBCCCGEEKKIpKASQgghhBBCiCKSgkoIIYQQQgghikgKKiGEEEIIIYQoIimohCgBDRo0IDg4mJCQkFz/wsPDLX6upUuXsmvXLosfVwghhOMLDw+nRYsWuS7bvn07bdu25dChQxpFJYRtc9Y6ACFKiy+++AJfX1+rn+e3336jbt26Vj+PEEIIx7dq1So++OADPv/8c+655x6twxHCJklBJYQNWL58OWvXrsXT05PWrVvz008/sW3bNjp16sSaNWuoVasWAP/73/8YOnQou3btQqfTceHCBWJjY7n//vuZNWsWa9as4eTJkyxatAgnJye6deumccuEEELYq+XLl7N+/Xq++eYbqlatCsDu3btZtmwZBoMBd3d3ZsyYQYsWLXjvvfe4du0aUVFRXLt2DV9fXxYvXkx4eDhTpkzh559/Rq/Xk5aWRteuXdm6dSsnTpzgo48+IjMzk9jYWPr27cukSZO0bbQQRSAFlRAlZOTIkej1/46yrVq1Ku+//z779u1j/fr1rF27lrJlyzJz5kwAypQpQ9++ffnuu++YPn06V65c4dKlS3Tp0oVdu3Zx5swZvvrqK1xcXHjiiSdYvXo1w4YNY8eOHQwdOlSKKSGEEEW2aNEiPv30U15++WVzMXX58mUWL17Ml19+Sfny5Tl//jz/+9//2LlzJwBHjhxh48aNeHl5MW7cOFavXs3EiRPx8fFh3759dO7cmW3bttG+fXt8fX1ZsWIFr7/+OjVr1iQiIoIuXbowYsSIEhnNIYQlSUElRAnJa8jfnj176NGjB+XKlQNg6NCh/PrrrwA8/vjjDBs2jMmTJ7N69WoGDhyIk5MTAP369cPT0xOAkJAQfvrpJ4YNG1ZCrRFCCOGoUlNTOXfuHMuXL2fy5Mm0bNmSe+65hwMHDhAZGcmoUaPMt9XpdFy5cgWA++67Dy8vLwAaNWpEQkICkJ3X1qxZQ+fOnVm9ejXTp09Hp9Px4Ycf8ssvv7B161YuXLiAUoq0tLQSb68QxSWLUgihMWdnZ5RS5t9zCiaAWrVq0aBBA3766Se2bNnCoEGD7ng7pVSu3i8hhBCiqNzd3Vm2bBmdO3dm7NixTJgwgfj4eEwmE+3bt2fTpk3mf2vWrKFevXrm++XQ6XTm3BYcHExoaCi//vorqamptGnThtTUVPr168dff/1Fo0aNmD59+m35UAh7IX+BCaGxzp07s3PnTpKSkgBYu3Ztrusff/xxFi1aRLNmzQgMDDRf/v3335OZmUlGRgYbNmygS5cuQHahlZWVVXINEEII4VD0ej0uLi4AjBkzhrp16zJ16lTatWvHgQMHuHDhApA9wqJPnz5kZGTke7wyZcrQp08fXnrpJYYMGQJAWFgYycnJTJo0ia5du3L48GEyMzMxmUzWbZwQViBD/oQoIf+dQwUwZcoUOnfuzKOPPsrgwYNxd3enXr16lClTxnybLl26MGvWLHMSyuHu7s7jjz9OYmIi3bt3Z8CAAebbL1y4EIPBQL9+/azfMCGEEA5Lp9OxcOFC+vXrx5YtW3jllVeYMmUKSimcnZ1ZtmwZHh4edz1O//79WbNmDX379gWytxN58MEH6dmzJ+XKlaN69erUrVuXsLAwqlevbuVWCWFZOiV9q0Jo6s8//+SPP/5gxIgRAHz22WccP36cd955B4CjR48ye/Zstm7dik6nA+CFF16gXr16PPnkk1qFLYQQQhSIUoqPP/6Ya9euMXfuXK3DEcLipIdKCI3VqlWLjz/+mDVr1qDT6ahUqRKvvvoqADNmzODw4cMsXLjQXEwJIYQQ9uShhx7C19eXZcuWaR2KEFYhPVRCCCGEEEIIUUSyKIUQQgghhBBCFJHdD/kzmUykpKTg4uIiQ6KEEMIOKKUwGAx4enqW2uX+JXcJIYT9uFvesvuCKiUlhXPnzmkdhhBCiEKqX78+ZcuW1ToMTUjuEkII+5NX3rL7gipnn4T69evj6upa5OOcPHmSxo0bWyosq5JYrcOeYgX7ilditQ57jTUzM5Nz586ZP79LI0vlroKwp9fJ3ThKW6QdtsdR2uIo7QDbasvd8pbdF1Q5QyVcXV1xc3Mr1rGKe/+SJLFahz3FCvYVr8RqHfYca2ke6mbJ3FUQ9vQ6uRtHaYu0w/Y4SlscpR1ge23JK2+VzsHrQgghhBBCCGEBUlAJIYQQQgghRBFJQSWEEEIIIYQQRWT3c6iEsAaDwUB4eDjp6elah5InZ2dnTp8+bfXzuLu7U7Vq1VK9gID4154/f+Xn4wf4v2FTtQ7FIVnjs6ekPiusKedzSAghCuv6zUzefPcmz4wNoHZNd6ucQwoqIe4gPDycsmXLUrNmTZudOJ+SkoKnp6dVz6GUIiYmhvDwcGrVqmXVcwnbl5KeynMfzqa6fxWtQ3FY1vjsKYnPCmu69XNICCEK4/TZNJ6ccImUNBPPjgu02nlkyB+wdOlSVq9erXUYwoakp6fj5+dns8VUSdHpdPj5+dl0T50oOR9u+5IbsZHMHDJR61Aclnz23M4Sn0NLly5l6dKlFoxKCGHr9h9KYsj/LqDT61jzeR1q1bDeioFSUAEJCQkkJydrHYawMfIHTTZ5HATAjdgI3tvyGX3aPkLbhi21DsehyXvudsV9TBISEkhISLBQNEIIW7ducyxPPnOJqlVcWbuyDg3qlbHq+WTIHzBz5kxCQ0O1DkMIIWzWkk2fYjQamfnYc1qHIkShzZw5U+sQhBBWopQiMclIdEwW0TFZ7DuYxLJPo+jQ1osP3qpB2bJOVo9BCioh7EB4eDg9evSgTp065stMJhNDhgxh6NChxT5+UlISM2bM4IMPPij2sYRjOng6lE6N21EzUBYGKE1+++03li5dysqVKwFITk7mySefpEWLFrzwwgsaRyeEKI2iYwwc+DWZ/b8mc/hIMhGRWRiyVK7b9O3tw4L/q4qrS8kMxpOCCnjnnXe4evUqrVq10joUIfIUEBDApk2bzL9bcqJ5QkICZ86cscixhONJz8zg7+uX6dGqi9ahCA2lpKQwevRo2rRpw7Rp07QOp1DeeecdACZNmqRpHEKIoklPN7H040h+3pvImXPZ8ynL+zjRro0Xvbq7UsHPmQp+zvj5OVMxwIXaNd1KdPi0FFRARkYGmZmZWochRJFs376dJUuWUKZMGRo1aoTRaCQkJIR3332XVatWAbBhwwaOHTtGs2bN2LlzJwkJCcTExNClSxdeeOEF5s2bR2RkJBMmTOD999/XuEXC1py7dpEsYxaNazbQOhShkdTUVMaMGUO7du3MRcnevXtZsmQJWVlZVK1alVdffZXy5cvTtWtX+vTpw/79+0lLS2PhwoWULVuWkSNHsnv3bvR6PYcPH2b58uV8+OGH/N///R/nz58nOjqaWrVqsXTpUtzdLbu0cUZGhkWPJ4QoOUopZr4Szqbt8bRt7cm0iRV5oL0X9zYsg15vG3NOpaACZsyYIXOoRL7W7N3Ct79stMqxH3uwL492Cr7r7SIjIwkJCTH/bjKZmDNnDq+99hrr1q3D39+fiRMn4uXlRbt27Zg1axZXrlyhevXqbNiwgalTp3LhwgVOnjzJxo0bKVeuHCNGjODHH39k1qxZjBgxQoopcUcnL2f3XjauIQVVSVu/JY61G2OLdQyj0YiT0+1zCAb29aV/cPm73j8tLY2xY8dy/vx582dEbGwsb731Fl9++SXe3t6sWrWKN998k/nz5wPg4+PD2rVrWblyJR999BHvvfceVatW5bfffqN9+/Zs2LCB/v3788cff+Di4sLq1asxmUyMHDmSPXv20L1792K1+b9mzJhh0eMJIUrO519Hs3FbPJPGB/LsWOstfV4cUlAJYSfuNOTvwIEDtGjRgsDA7A+Yvn37smvXLnQ6Hf369WPz5s3079+fmJgYmjVrxoULF+jatSsVKlQAICgoiF9//ZVGjRpp0iZhH06GncXT3YMaATJ/qjT6888/ee6556hduzazZs1i6dKlHD9+nBs3bjBixAgg+wseb29v8306duwIQL169di5cycAAwYMYPPmzTRv3pxff/2VuXPn4urqio+PD19//TUXL17k8uXLpKamlnwjhRA26dDhZBa8fYNuXcox4akArcPJkxRUwFtvvUV4eLjMoRJ5erRTcIF6kUqaXq/HZDLd8bp+/foxevRoXF1dc/Vs3fpNtclkuuM310Lc6lTYORpVr49eLzttlLT+weUL1IuUn+LOt2zevDnjx48nLS2Nvn378u233+Lv70/Lli358MMPgewhdSkpKeb7uLll7/dy6xyGHj16sHjxYn744Qc6deqEq6srP/30E0uWLGHEiBH079+fuLg4lMo9udwS3nrrLQCmTp1q8WMLIawjKhpmLwijVg033pxfzWaG992JZEch7FjLli35888/iYyMRCnF9u3bzX/AVKlShYoVK7Jq1apcBdXevXtJSkoiIyODbdu20alTJ5ydncnKytKqGcKGKaU4GXa21A/327RpE7169aJXr14sXLgQgNOnTzNgwAC6d+/OzJkzHfY95OrqCkCZMmVYtGgRb7zxBr6+vhw7doxLly4B8MEHH7Bo0aJ8j1OmTBk6derE22+/Tf/+/QE4dOgQPXv2ZMCAAVSoUIHff/8do9Fo3QYJIWxeerqJN993JtOg+HBxTbw8bfvLX+mhIvsbK5lDJWzdneZQtW3bllmzZvHEE0/g6upK1apVKVeunPk2QUFB7Ny50zwkEMDPz4+nnnqKuLg4QkJC6NixIwaDgcqVKzN8+HDz8shCAFyJukZSWjL3luKCKi0tjfnz57Njxw7KlSvHY489xsGDB3nttdeYN28ezZs356WXXmLNmjU8/vjjWodrVc2aNWPUqFHm+ZuTJk3CZDIRGBjIG2+8cdf79+rVi6NHj9KsWTMABg0axLRp09ixYweurq40b96c8PBwi8ctPVNC2I+cRSguX4Hl71anVk03rUO6KymohLADVatW5eTJk7kuS0lJITMzk5UrV7J582b0ej3z5s2jRo0aAGRlZXHo0CEGDRqU6361a9fm9ddfz3WZi4uLeUVAIW71V9hZgFK9wp/RaMRkMpGWloaHhwdZWVk4OzuTnp5O8+bNAejfvz9LlixxuIKqbdu2tG3bNtdlEydOZOLEiQB07dr1tvvs3r37jvc3Go0cOHAg12dSgwYN2LJlizVCF0LYqTUbYtm4LZ5H+5ro2rnc3e9gA6SgAhYuXChzqIRd8vHxITExkd69e+Pk5MS9997Lo48+ilKKjh070qFDBx5++GGtwxR27OTls+h1ehpWq6t1KJrx8vLiueeeo2fPnri7u3Pffffh4uKCv7+/+Tb+/v5ERERoGKXtGzBgAOXLl2fZsmUlfu6cYZqy2p8Qtu3ylQzmLbpBh7Ze9O8dp3U4BSYFFdmTZ3PGiAthT3Q6HbNmzbrjdYcOHbrtsv79+5vnLghREH9dOUfdyjUp42rZfYHsyZkzZ1i3bh0///wzZcuWZdq0aRw4cOC22xVlE8n/9jw7OzvnWtzBUqxxzML6+uuvgeyeqqLEk7NfZFGG6EdGRhb5vtZiS7EUh6O0AxynLbe2IysLTApcXTQMqICMRnh5gRM6nY7hg+LQ6+3nOZGCiuyd0+3lCRNCiJKSnpnBb2eO0q1FJ61D0dT+/ftp3749fn5+QPYXE59++inR0dHm20RFRREQUPglfRs3bmxeEQ+yF7oozop8d1LcVf5shaurK1lZWUUaTWJrI1BCQ0NtLqaicJR2gGO0JTnFyGdfHseoKvP3xQz+vpDOpSsZuDjr6N/Hl/8NrWDT85GWfBjB+YsRvLuwOo9087Gp5yQjI+O2L8BuJav8CZEHayzda4/kcSi9Nv+6k7jkBJvcMqAkNWzYkIMHD5KamopSit27d3Pffffh5uZm/jJu48aNdOpkmcJT3nO3k8dEiPwZjYonJ1zinQ+def/jSE6dTaNGdTdGj/An6BEfvtsQy8MhZ3nq2Usc/C25QO+pxEQjFy+nWyzGa9czeerZS3z/Y/xt5z92IpWlyyMICfKhdw8fi52zpNhUD9Xu3btZunQpqampPPDAA3kOZbK0+fPnc+3aNZupgoX23N3diYmJwc/Pr0jDeByFUoqYmBjc3UvvcC97k5KeytvrPyKwfABNajakbYMWRd4/6vNda6hbuSYP3HufhaO0Lw888ACnTp2if//+uLi40KRJE8aMGUO3bt2YNWsWKSkpNGrUyLzJbXHIZ8/tbv0cKuqmv/Pnzwdg5syZlgxNCJvx2VfRHPkjldHDjUx5thlubrk/96dPqshXq2P4ek0Mw8dcpG5tNzrfX5b725flvpaelCmTffu0NBO79yay5ft49uxPIsuo+HZFHVq3KH4v97ad8ezem8TuvUm0aObBC5Mr0bqFJympRqbMvEJggAv/92KVYp9HCzZTUF29epU5c+bw3Xff4efnx8iRI9mzZw+dO3e2+rm9vb1JSEiw+nmE/ahatSrh4eFERUVpHUqeMjMzS2Tun7u7O1WrVrX6eYRlHDx1hKVbPjf//sbo2Yx4aGChj3Py8hlCz5/gleHPyx/2wJgxYxgzZkyuyxo2bMjatWsteh5rfPaU1GeFNeV8DsXGxhbp/t7e3haOSAjbcf5COm8tvcnDXcrR7cGY24opgAp+LkwaX5Gnnwxg07Z4Nn8fz8pVMXy6MhpXFx2tWnji5+vEz3uTSEk1EeDvzNDBfuz6OZHnZ11ly5p6xd4LKvRYKtWrufL0EwEs/uAmg0dd4JGu5XB11XHlaiZff1KbcuVse7+pvNhMQfXjjz8SFBRExYoVAVi8eHGuceXW9Mwzz8gcKpGLi4sLtWrV0jqMfIWGhpr3chEiR1xy9pdDm+d8xsQPX2bHkZ+LVFB9vmsNZVzdGdypj6VDFPmwxmePfFZk53khHFFWlmL67Kt4euiZP7sKYZdj8r29m5ueR/v78mh/X9LSTPx+NIX9vyZx4Ndkzp5Po1cPH/r09OG+Vp44Oeno8ZA3Q564wGtv3eC1l4v+5apSiqPHUniwYzke7e9L7x4+fPZ1FMs/iyI5xcRTo/xp29qryMfXms0UVGFhYbi4uPDkk08SFRVFly5dmDRpktZhCSGEXckpqOpXrUP3Vp35/Mc1pKSn4unuUeBjRCfGsm7/dkLad8fHyz72ABFCiNLoo88iOfFXGu+9UZ0Kfi6EXS74fcuU0dPp/rJ0ur9snrdp3dKTMaP8+eizKB7qVI6HHixaTrh8JZPYOCOtmmfnIg8PPROeCmRwfz/2Hkyidw/77kW2mYLKaDRy5MgRVq5ciYeHB+PHj2fDhg0FXuI5v5U37mb58uUAtw3nsGX21KMmsVqPPcUrsVrHf2M9ff4MOnT8feYcNTwrkmHI5IvN39K2TvMCH3P5z6tIz0znwdptLPpY2NPjKhzL3LlzAZgzZ47GkQhhOafPpvHeh5H06u5N0CM+VjvPc+MD2XswiRfnhvN90/r4+Ra+fAg9lr1VQqvmuediVfBzpn9weYvEqSWbKagqVKhA+/bt8fX1BeChhx7ixIkTBS6o/rv0bGG0aNGCsLAwu1mUwpaWkbwbidV67CleidU67hTrd8d/wMerHG1at6FZ8+a8tnUZFxOvMb7VkwU6Znj0DbYf/5lHO/Wh3yOWW93v1ljvtvysEJYWGBiodQhCWFSmwcTzs6/i7e3E3Jesu5CDm6uet+ZXp+9j55n5SjjLFtco9Nza0GOplCvrRJ1atrtse3HYzLLpXbp0Yf/+/SQmJmI0Gtm3bx/33ntviZx73LhxDBxY+DkGQghha+KSE/Dxyh464ersQpemHfjx6N4CLzv95roPAXh+4NNWi1GIkjZu3DjGjRundRhCWMwnX0Rz+mw681+uQnkf6/ePNKjnztRnK/Ljz4ms2xRX6PsfPZZCy+Ye6PWOuciRzRRUzZo1Y/To0Tz++OMEBQVRuXJlBgwYoHVYQghhV+JTEijv9e9Y9G4tOnEzLoqTl8/c9b5Xoq6xes9mRnUbTNUKlawZphBCiCJSSvHdxljub+fFww+W3NyjJ4ZXoG1rT15ZeJ0DvyUV+H7xCVn8fTHjtuF+jsRmCiqAgQMHsnXrVn744QdefvnlIu+dUlizZ89m2bJlJXIuIYSwprik3AVV1+b3o9PpGP/+S8z9+m3OXbuY533X7NmCQjE2aFhJhCpEiZk9ezazZ8/WOgwhLOLc3xlcuZpJj4dLdiEHvV7H269Vp3IlF54Yf4m1Gwu2jcEfx7P3j8tZkMIR2VRBpZUaNWpQqZJ8GyuEsH9xKQn4eP67CpO/tx+Lx/wfvmV9+GTHNwx+bRwp6bdvjmoymVi9bzMd720rvVPC4dSoUYMaNWpoHYYQFvHjzwnodPBwEVfcK46KgS5890Vd2rX2YsaccN5aehOTKf8h5aHHUnB2hqb3SkHl0EaPHk3fvn21DkMIIYotPjmR8mV9cl322IN92TTnM9bN+pjrsRG8u+nT2+7365mjXIm8xuDOsu+UcDyjR49m9OjRWochhEX8+HMizZt6EODvosn5y5Z14pOltXi0vy8ffBzJ5BevkJFhyvP2ocdSadSgDGXKOG7Z4bgtE0KIUibLmEViahLlPe88DOS+Bi0Y1LE3y7Z+wcUbYbmuW713M15lPAlq07UkQhVCCFEE129mcvJUGt26aLtHoIuLjtdersL05yqydUcCI8ZevGNRlWkwcfxkKq1aOO78KbChZdO19NJLL3Hz5k1WrFihdShCCFFk8SmJAPluxjv7sUl8f+RnBs4fQyXfQDzdy9C6XjO2/PYjIe274+FWpqTCFaLEvPTSSwC89tprGkciRPHs+jn7c/6RLtpvhKvT6Rj7RAAB/i5Mm3WVVetiGfl4hVy3OXU6nYwM5dDzp0B6qACoX78+1atX1zoMIYQolvjk7ET73yF/twos78/S8fOpW7kmnu5liEmMY/GGj0lJT+XxB/uWTKBClLD69etTv359rcMQDmjeG9dZtS6mxM7348+J1K3tRq2atrOfU9/ePrRt7cmyTyNJS8vdS3X0ePaGvi2bSQ+Vwxs1ahShoaFahyGEEMUSlxwPkOeQvxw9W3ehZ+su5t8TU5O4HhNBw2p1rRmeEJoZNWqU1iEIB7V+cxz3NHBnyAA/q58rITGL344kM2aUv9XPVRg6nY7JEyoy5H8X+GpNDE+N/De+0GOpVK3sQmCANvO9Sor0UAkhhIOIS04AoHzZwg0FKedRVoopIYQopLQ0EwmJRi6HZZbI+XbvScJohG42MNzvv9q09KRjey+WfxZJcooRyN4vK/RYikPvP5VDCipg+vTpvPvuu1qHIYQQxWIe8udle8lWCC1Nnz6d6dOnax2GcDA3Iw3m/1NSjVY/348/JxDo70yTe21zruvkCRWJjTPyxTfRAFy9lklUdJbDL0gBUlAB0KRJE+rWlW9nhRD2LfafIX8+dxnyJ0Rp06RJE5o0aaJ1GMLB3IwwmH8Ou2LdXqr0dBN7DyTxcBdv9HqdVc9VVM2aePBQ57J88kU0iYlGQv9w/A19c8gcKmD48OEyh0oIYffikxPQ6/SU8/DSOhQhbMrw4cO1DkE4oFsLqkthGTRqaL2eowO/JpOWrjRfLv1uJo2vSPDg83y6MorYuCy8vPTUq+OudVhWJwWVEEI4iPjkRHw8y6HXy+ADIYSwtojI3AWVNf34cwJly+pp28a2h881aliGnt28+eyraHzLO9OiiQdOTrbZo2ZJknWBKVOm8Pbbb2sdhhBCFEtscny+e1AJUVpNmTKFKVOmaB2GcDA3Iwx4l3OiYqCLVQsqo1Hx055EunQsh6uL7f/p/tzTgaSmmbh6LbNULEgB0kMFQJs2bbh48aLWYQghRLHEJyfkuweVEKVVmzZttA5BOKAbkQYqBrpQ3sfJYnOolnwYwZ79STRrUoaWzTxp2cyD8OuZxMYZbX64X456ddwJCfJh47Z4WrZw/PlTIAUVAI899pjMoRJC2L345ET8va2/F0pptHv3bpYuXUpqaioPPPAAs2bN4uDBgyxYsICMjAx69uzJ5MmTtQ5T5OGxxx7TOgThgCIiDQQGuFClkgvf/5hQ7ONFRRtY9kkkfn7OrF6fxhffZG8Y7Oamw9VFR6f7yxb7HCVl+qRKVKroQpuW0kMlhBDCjsQmx1OvSi2tw3A4V69eZc6cOXz33Xf4+fkxcuRI9uzZw5w5c1i5ciWVKlVi7Nix7Nmzh86dO2sdrhCihNyMMHBPgzLUquFGfIKRuPgsyvsU/U/rL1fFYMhSfPVxbapUcuXM+TT+OJ7KHydSqV/XHS9PJwtGb12BAS5Mm1hJ6zBKjBRUwMSJE4mMjGTVqlVahyKEEEUWn5xIeS8frcNwOD/++CNBQUFUrFgRgMWLFxMWFkaNGjWoVq0aAMHBwezYsUMKKhs1ceJEAJYsWaJxJMJRZBpMRMdkUSnQhVo13IDshSmKWlClppr4enUM3bqUo2b17OM1aeRBk0YejJAOVptn8YJq6dKl+V7/zDPPWPqUxdaxY0eZQyWEsGuGLANJacmUl0Up8lTU/BQWFoaLiwtPPvkkUVFRdOnShXr16uHv72++TUBAABERERaNV1hOx44dtQ5BOJioqCyUgsAA51wFVctmRRvitm5zLAmJRp4c4X/3GwubY/GCKi4uDoCLFy9y6dIlHn74YZydnfnpp59o0KCBpU9nEYMGDZI5VEIIuxafkgggi1Lko6j5yWg0cuTIEVauXImHhwfjx4+nTJnb95vR6Qq/NPDJkycLfZ+icKQcV5S21K5du8j3tRZbiqU4HKUdULi2nP1bBziTnBhGZIRCr3fm0K9h1KxyqdDnNZlg2afO1KutwHiG4j6kpfU50ZLFC6rZs2cDMGLECNavX4+vry8ATz/9NOPHj7f06YQQQpA93A/Ax9Nb40hsV1HzU4UKFWjfvr359g899BA7duzAyenf+QyRkZEEBAQUOqbGjRvj5uZW6PsVRmhoKK1atbLqOUqKo7RF2mF7CtuWm9HxwBUeuL8RDeq5U73qGdIzy9CqVY1Cn/uHXQlERIYxe3oNWrf2KfT9b1WanxNrysjIyPcLMKstZh8VFWVOPgDlypUjJibGWqcrlvHjx/P6669rHYYQQhRZfEr2ClMy5O/uCpufunTpwv79+0lMTMRoNLJv3z569OjBpUuXCAsLw2g0snXrVjp16lQS4YsiGD9+vHypKyzqZkT2pr4VA7P7JmrVcCvyXlSfrIyiWhVXHukqX4jZK6stStGgQQNefPFFQkJCUEqxdu1amjVrZq3TFUu3bt24cOGC1mEIIUSRxSbFA8iiFAVQ2PzUrFkzRo8ezeOPP47BYOD+++/nscceo3bt2jz77LNkZGTQuXNnevToUYKtEIXRrVs3rUMQDiYi0kAZdx3lymb3VNeq4cah35MxmRR6fcGH/x49nsLRY6m8PKMyTk6FHzYsbIPVCqp58+axZMkS5s+fj06no1OnTja5IAVAv3797GaMphBC3CoxNYl9J39j17H9APh4yTecd1OU/DRw4EAGDhyY67L27duzefNma4YqLKRfv35ahyAczI2I7E19c+ZO1qrhRnq64makgcoVXe94H6XUbXMtP/0ymnJlnRjYt7zVYxbWY7WCysvLi5deegnI3sPj5s2buLu7W+t0QghRKi1YvZQVO7O3fPArV57A8hU0jsj2SX4SQhTXzX829c1R85+V/i6HZd6xoBo76TKhf6TQ/j4v7m/nxf1ty2JSih9+SmDcE/54etjPHlPidlYrqL755htCQ0OZOXMmQ4YMwcvLi0ceeYSpU6da65RFNmbMGKKjo1m/fr3WoQghRKGcCf+bprXuYeW0JfiVK4+Ls8vd71TK2VN+EpYxZswYAJYvX65xJMJRREQaaNPy3yXSa9bILqIuh2XQoa1XrtvGxGaxe08i9eu6E/pHCtt3Zs959fTQ4+ykY/gQ+SLM3lltUYq1a9fy4osvsmPHDrp27cq2bds4cOCAtU5XLMHBwbJHhRDCLl28EcY91epR0TdAiqkCsqf8JCwjODiY4OBgrcMQDsJkUkREGqgU+O9nbsUAF9zddXdcmOLnvYmYTLDwlaoc+PEefthQn5dnVKZ9Wy8mjQ/M1dMl7JPVeqh0Oh0VKlTg0KFD9OzZE2dnZ0wmk7VOVyzBwcEyh0oIYXfSMtO5GRdF7UqFX6a3NLOn/CQsQ4opYUkxsVlkZZGrENLrddSsfueV/n78JZFKFV24t2EZdDoddWu7U7e2OyMfl54pR2G1HipXV1c+/vhjDh8+zP33388333xzx40QbUFWVhZZWVlahyGEEIVyPS4CgDpSUBWKPeUnYRmS54Ul3YzMWTI9d8/SnZZOT0szsf9QEt26lCvS5t/CPlitoJo3bx6XL19m4cKFeHt7Exoayrx586x1umIZP348Cxcu1DoMIYQolPB/CqraFaWgKgx7yk/CMmQfKmFJ/+5BlbugqlnDjavXMjEYlPmyfYeSSE9XPNxF9gh0ZFYb8lenTh3mz59v/v2tt94q8H0XLlxIXFxciW2227dvX86fP18i5xJCCEvJ6aGqVbGaxpHYl+LkJ2Gf+vbtq3UIwoGYC6qA//ZQuWI0Qvi1TGrVzF71b9fPiZQr68R9Lb1uO45wHFYrqPIar7xly5Z873fo0CE2bNjAgw8+aIWo7iwoKEjmUAkh7M61uJtU8auIh5sMVyuMouYnYb+CgoK0DkE4kIhIA87O4Oeb+8/oWv8snX4pLINaNd3IylLs3ptI105lcXGR4X6OzGoF1ezZs80/GwwGdu3aRUBAQL73iY+PZ/HixYwbN44zZ85YK7TbpKenk5Fx+yRCIYSwZdfiIqhVsbrWYdidouQnYd/S09MBZL8xYRE3IrL3oNLrcxdJtxZUAKHHUoiLN8pwv1LAagXVfffdl+v3Dh06MGTIEJ5++uk87/Pyyy8zefJkbty4UejznTx5stD3yZEz9GPmzJlFPkZJs6ceNYnVeuwpXonVspRSXIu9SZ2A6nYRL9jO41qU/CTs28SJEwHZh0pYxs0Iwx2XOi/v44yPtxOXr2QXVLt+TsTVVUfHDmVLOkRRwqxWUP1XXFwckZGReV7/3XffUalSJdq3b1+kDXYbN26Mm5tbkWIbN24c58+fp1WrVkW6f0kLDQ2VWK3AnmIF+4pXYrW8mMQ4kjNSadu0tV3Ee+vjmpGRUawvwSztbvlJ2L+BAwdqHYJwIBGRBu5pcOeh1tkr/WWilOLHnxO5v60XXp5OJRyhKGklNofq+vXrDB48OM/bb9++naioKEJCQkhISCA1NZXXXnuNl156yVohmj3yyCP4+flZ/TxCCGEpF2+GAVBHVvgrtMLmJ2H/HnnkEa1DEA5CKcXNCANdO915GF/NGm4cOpzMub/TuXotk3FP+pdwhEILJTKHSqfT4evrS506dQC4fPkyNWvWzHX7zz77zPzz+vXrOXz4cIkUUwDJycmkpqaWyLmEEMISLtz4p6CSPagKrbD5Sdi/5ORkALy8ZKU1UTyJSUbS0tUdh/wB1KzuyoYtBjZti0eng4c6y/yp0qDE5lDdavLkyWzYsMFapy60KVOmEB0dTceOHbUORQghCuTCjTCc9E5U86+sdSh2x57yk7CMKVOmADKHShRfXntQ5chZmOKbtTG0aOaBf4U73044lhKbQ3UrpVS+1/fv35/+/fuXUDQwZMgQzp07V2LnE0KI4rpw4zIVvSvg4izJ2pLulp+EfRoyZIjWIQgHcTMyC7h7QZWUZOLhB6V3qrTQpKDS6WxrLf6uXbvi7e2tdRhCCFEgyWkp7PnzV9rVbq51KA7H1vKTsIyuXbtqHYJwEDcjMoHbN/XNUaO6q/nnR7rI35alhSYFla2Jj48nKSlJ6zCEEKJA1u7fRnJaCkHNHtQ6FCHsQnx8PAA+Pj6axiHs380IAzod+Pvf+U9oTw8nKga44OWlp1bNoq0+LeyPFFTA9OnTiY6O5sEHH9Q6FCGEyJdSis9+XE3TWvfQoFJtrcMRwi5Mnz4dkDlUovhuRmZRwc8ZVxd9nrd5/rmK+PjIUumliRRUwLBhwzh79qzWYQghxF39dvYPzlz9m7fHzJHhaUIU0LBhw7QOQTiIvDb1vVXf3uVLKBphKzQpqGxtSdpOnTrh6empdRhCiFIow5DJhRthxCbFodPp0Ov0//yvQ6fTodPp0et0KBTXYyJY8cMqynmUpV+Hnpw+eUrr8B2OreUnYRmdOnXSOgThIG5GGKhezfXuNxSlitUKqujoaL777jtiYmJyXT5r1iwWL15srdMWSUxMjHl8tRBCWEtYZDg3YiOJS07gtzNH+eXEIc6GX8CkTIU6zuzHJuHhVsZKUTq+4uSnhQsXEhcXx+uvv87p06eZNWsWycnJtG7dmrlz5+LsLAM/bFHOc+3n56dxJMLeRUQaaNtKvoQXuVntk3/y5MmUK1eOhg0b2vywlBdffJHo6GgeeughrUMRQjioK1HXuO+5XubfXZ1daNuwJT3bdKF+ldoE+FRAKYVJKZRSKGUy/24ymVAoKpUPoFbF6niVkWReHEXNT4cOHWLDhg3m+bbPP/888+bNo3nz5rz00kusWbOGxx9/3EpRi+J48cUXAZlDJYonNdVEQqKRwDyWTBell1V7qFauXGmtw1vUqFGjOHPmjNZhCCEcWFhEOABzh0/jvvrNaVC1Dp7uHhpHVToVJT/Fx8ezePFixo0bx5kzZ7h27Rrp6ek0b94cyN4/ccmSJVJQ2ahRo0ZpHYJwABGR/2zqe5c5VKL0sVpB5e/vT3x8vF0sUdqhQwfc3GRpSyGE9UQnxgLQpWkHGlSto3E0pVtR8tPLL7/M5MmTuXHjBgCRkZH4+/vnOmZERISlQxUW0qFDB61DEA7gZk5BJT1U4j8sXlDNmzcPACcnJwYNGkSHDh1wcfn3hTdr1ixLn7LYIiIibhtLL4QQlhSVkF1Q+XvLHA6tFDU/fffdd1SqVIn27duzfv16IHv5+v8qyvD2kydPFvo+RREaGloi5ykJRWmLLc6hcpTnxFHaAXdvy6+/6QBnoqPOYsvNLk3Pia2weEGV841fq1ataNWqlaUPbxWzZ88mOjqaRx55ROtQhBAOKiohBie9Ez6e5bQOpdQqan7avn07UVFRhISEkJCQQGpqKjqdjujoaPNtoqKiCAgIKHRMjRs3tvoIidDQULvJx3dT1LaMGTMGsJ05VI7ynDhKO6BgbTl8LBK4yUNdWuDhkfc+VFoqbc9JScnIyMj3CzCLF1TPPPMMAAaDge+//54+ffoQFRXFtm3bGDFihKVPZxGjR4/m9OnTWochhHBgUQkxVCjni15vm0m4NChqfvrss8/MP69fv57Dhw+zYMECevfubU74GzdulKW5bdjo0aO1DkE4gIgIA97lnGy2mBLasdocqldeeYWUlBT69OmDXq8nNDSU8PBwmxzyd9999+HkJDtaCyGsJzoxFn9vX63DEFguP7355pvMmjWLlJQUGjVqZLNfGorsPC9Ecd2IvPumvqJ0slpB9ccff7B161Yge8zyu+++S0hIiLVOVyzXrl0jMjJS6zCEEA4sKiFG5k/ZiOLkp/79+9O/f38AGjZsyNq1a60Wp7Cca9euAVClShWNIxH27GaEQRakEHdktT5Lg8FAZmam+fesrCxrnarY5s6dy8cff6x1GEIIBxadEEsF6aGyCfaUn4RlzJ07l7lz52odhrBjqakmLodlULWyFFTidlbroXrwwQd58sknCQkJQafTsXXrVpsdXz5u3DiZQyWEsBqllPRQ2RB7yk/CMsaNG6d1CMLObf4+juQUEyFB5bUORdggqxVU06dP5+uvv+ann37C2dmZbt268dhjj1nrdMXSsmXLOy6BK4QQlpCclkKGIVMKKhthT/lJWEbLli21DkHYMaUUX34bwz0N3GnVQjZkF7ezWkF1+fJlRowYkWuS7p49e+jcubO1TllkYWFh5s0ahRDC0qISsvfAkUUpbIM95SdhGWFhYQDUqFFD40iEPfr9aApnz6ezYE7VIu03Jxyf1eZQDR8+nO3btwPZ49MXLFjAnDlzrHW6Ypk/fz4rVqzQOgwhhIPKKagqlJOCyhbYU34SljF//nzmz5+vdRjCTn35bQze5ZwI7umjdSjCRlmth+qLL75gypQpHDx4kFOnTlG7dm02b95srdMVyzPPPMOpU6e0DkMI4aCiEmIBZMifjbCn/CQsI2cPMiEK60ZEJjt3J/DEcH/KlJH9p8SdWe2VUa9ePZ588kk2btxIVFQU48aNo1y5ctY6XbE0bdqUevXqaR2GEMJBRSdKQWVL7Ck/Ccto2rQpTZs21ToMYYe++S4WkwmGDpLPb5E3q/VQTZo0ibNnz/Ldd99x8eJFRo4cyVNPPcWoUaOsdcoiu3DhAuHh4bRq1UrrUIQQDihnyJ9fOVkdyhbYU34SlnHhwgUA6tSpo3Ekwp5kZJpYtTaGhzqXo1pVV63DETbMaj1UZcqUYcOGDej1eoKCgvjiiy/YsWOHtU5XLAsXLuSLL77QOgwhhIOKSojB18sHZyerfYclCsGe8pOwjIULF7Jw4UKtwxB2ZvsPCcTGGRk+RHqnRP6slt0HDx7Mww8/jLOzM6tWrWLo0KF88MEH1jpdsUyaNIm//vpL6zCEEA4qew8qWZDCVthTfhKWMWnSJK1DEHboy2+jqV3TjfvbeWkdirBxVuuhWrRoEZ9//jk+Pj5UrFiRRYsW8dprr1nrdMXSqFEjateurXUYQggHFZ0YSwWZP2Uz7Ck/Ccto1KgRjRo10joMYUeO/5nKib/SGD7ET5ZKF3dltYIqPT2dunXrmn/v3LkzWVlZ1jpdsZw7d868R4UQQlhaVEKsLEhhQ+wpPwnLOHfuHOfOndM6DGFHvvw2Gi9PPf37yNxXcXdWK6icnZ1JSEgwV/UXL1602Qr/zTff5KuvvtI6DCGEg4pKiKGCDPmzGfaUn4RlvPnmm7z55ptahyHsxM7dCWzaHs/Avr54eTppHY6wA1abQ/X0008zbNgwoqOjmTJlCgcOHOCVV17J9z5Lly7l+++/B7K/MZw+fbq1wstl2rRpnDx5skTOJYQoXdIy00lOS5EeKhtSlPwk7Nu0adO0DkHYiRMnU5n84hWa3luGac9W1DocYSesVlB16dKF2rVrc+DAAUwmE+PHj881xOK/Dh48yP79+9mwYQM6nY7Ro0fz448/0q1bN2uFaFa/fn2SkpKsfh4hROkTbd7UV3qobEVh85Owf/Xr19c6BGEHroZnMvrZy1TwdWb5kpqyka8oMKuu4VujRg1q1KhRoNv6+/vzwgsv4Oqavc5/nTp1uH79ujXDMzt16hQXL16UfaiEEBaXsweV9FDZlsLkJ2H/Tp06BSALU4g8JafAS89ewmBQfPNpbSr4uWgdkrAjNrMpSr169cw/X758me3bt7Nq1aoSOfc777xDdHQ0gwYNKpHzCSFKj5yCqkI56aESQivvvPMOAMuXL9c2EGGTMg0m3nrfibArmXz+YS3q1nbXOiRhZ2ymoMpx/vx5xo4dy4wZM6hZs2aB71ecOVC9evUCIDQ0tMjHKGkSq3XYU6xgX/GW1lgP/XEYgJjrUYQmWP4xKK2PqxCFMWPGDK1DEDYqI9PEi3PC+euMnrfmV6VdG9lzShSeTRVUoaGhTJw4kZdeeslc5BRU48aNcXNzK9J5W7VqRWhoqN0M+ZNYrcOeYgX7irc0x7r51M+UcXXn4Y5dLL6SnL0+rhkZGbIQkChRderU0ToEYYMuXEpn0owrnDqbzpD+Rvr2liXSRdHYzGy7GzduMGHCBN58881CF1PFdeLECc6fP1+i5xRClA5hkeFU968sy3ILoaETJ05w4sQJrcMQNkIpxer1MYQMOc+NCAMfvVuD/r1NWocl7JjN9FB9+umnZGRk8Prrr5svGzJkCI899pjVz7106VKio6MZMmSI1c8lhChdrkRdp3pgVa3DEKJUW7p0KSBzqATEJ2Qx85Vr7NiVQIe2Xrw5rxqBAS7IiGRRHDZTUM2aNYtZs2Zpcu6ZM2fy559/anJuIYTjUkoRFhlOu4YttQ5FFNOd9kk8ePAgCxYsICMjg549ezJ58mSNoxR5mTlzptYhCBtw9nwao5+9TGSUgRmTKzJ6hD96vYweEMVnMwWVlmrUqEF0dLTWYQghHExsUjzJaSnUCJAeKnt2p30St27dyptvvsnKlSupVKkSY8eOZc+ePXTu3FnrcMUdyBL5Yv+hJCZMDcPTQ893X9SlaWMPrUMSDsRm5lBp6ejRo5w5c0brMIQQDuZK1DUAKajs3K37JLq4uFCnTh0uX75MjRo1qFatGs7OzgQHB7Njxw6tQxV5OHr0KEePHtU6DKGR7zbE8uQzl6hS2ZW1X0kxJSxPeqiADz/8kOjoaIYOHap1KEIIBxIWGQ5A9YAqGkciiuNO+yQOHz4cf39/8+UBAQFEREQU+tgltdqhIy1ZX5S2zJ8/H7CtoX+O8pzYcjuUgtUb9Kzf6kTTe01MGZ/EjWt/cuPanW9vy20pDEdpB9hPW6SgAubMmSOr/wghLC4sIqeHSgoqR3DrPonOzs5cunQp1/VFWcmxOFt+FJQ9La9/N0Vty3vvvQdAlSq28V50lOfEltuRmGjk5deuseX7eAb1Lc+rs6ri4pL3e9SW21IYjtIOsK223G27DymoyP6AvXnzptZhCCEczJWoa1Qo54unuwwvsXf/3Sfx8OHDuebeRkZGEhAQoGGEIj+2UkgJ6zOZFBu2xvH62zeITzAy5ZlAxo8OkK0rhFXJHCrg8OHDssmkEMLiwiLDZbifA7jTPonNmjXj0qVLhIWFYTQa2bp1K506ddI4UpGXw4cPc/jwYa3DEFZ25lwaQ/53gemzw6lRzY2N39RjwlOBUkwJq5MeKuCTTz4hOjqakSNHah2KEMKBhEWG06puU63DEMWU1z6Jr7/+Os8++ywZGRl07tyZHj16aBilyM8nn3wCwH333adxJKIwklOMXLtuwN1dh4+3E2W9nMzLnJtMiogoA2FXMrlyNZNjJ1NZuzGWcmWdWDCnKgP7lpcl0UWJkYIKePXVVzl+/LjWYQghHEiWMYtr0Tfp3yFI61BEMeW3T+LmzZtLOBpRFK+++qrWIYi7SEoy8t3GWM79nc7lK5lcvpJBVHRWrtvodOBdzglPTz1R0VlkZirzdS7OOh7t58u0iRXx8ZY/b0XJklccEBgYiJ+fn9ZhCCEcyLWYmxhNRqoHVNY6FCFKvcDAQK1DEHkwGhXfbYzlrfduEhtnpIKfMzWru/LgA2WpWd2NqlVcMRgU8YlGEhKyiE8wkpRkpEIFZ2pUdaN6NVeqVXWlckXXfBedEMKapKAie9PGM2fO2MxKIkII+xcWKXtQCWErDh48CECHDh00jkTc6rcjycxbdJ1TZ9Np3cKDFR9UpkkjWcRH2B8pqIDPP/+c6OhonnjiCa1DEUI4iLCI7D2opKASQnuff/45IAWVLcjINHHocDJr1sfyw0+JVK7kwpJF1Ql6xFsWjxB2SwoqYMGCBRw7dkzrMIQQDuTPy6fxcCtDJV9ZSlsIrS1YsEDrEEq1hMQsft6bxK5fEtl7IImUVBNennomjQ/kqZH+uLvLotPCvklBBfj5+eHj46N1GEIIB6GU4seje3mwaXucneRjVgityTxpbRiNio8+i2LJsggMWQr/Cs70CfLh4S7laH+fF26uUkgJxyCZHti7dy9nz56VOVRCCIs4deUc12MjeH7g01qHIoQgO88DsldYCQq/lsnUmVc48kcqQY948+Rwf5o2LiNLmQuHJAUV8NVXXxEdHc1TTz2ldShCCAew82j2H28Pt+iocSRCCMjO8yAFVUlQSrFpWzxzFlwDBW/Oq0bf3j4yP0o4NCmogEWLFskcKiGExez6Yx/Na99LgE8FrUMRQpCd54X1JSUZmTUvnK07EmjdwoO35lenahVXrcMSwuqkoAJ8fHwoW7as1mEIIRxAdGIsoX+fYFr/cVqHIoT4h8yTtr7zF9J5evJlroRnMuWZQMY9EYCTk/RKidJBCipg9+7dnDt3TuZQCVFKhUWGE5eUAMC5m5dwuuBe5GPt+fNXlFJ0aylDi4SwFbt37waga9euGkfimLbvjGfGy+F4eOj5+pM6tGnpqXVIQpQoKaiAVatWER0dzbhx8o2yEKVNePQN7p8SgsGYZbFjVvINoEnNhhY7nhCieFatWgWU3oIqI9PEgUPJnD6Xhm95Z/wrOOPv50IFP2cqVHAu8mp7RiMsePs6n3wRTYtmHrz/Zg0CA1wsHL0Qtk8KKuDtt9/mjz/+0DoMIYQGVu/ZhMGYxQfPLKBsGU/+/vtv6tatW6xj1qtcC71elgMWwla8/fbbWodQ4tLSTOw9mMSOXQns3ptIcrLpjrdzdoZGDcrQqoUnLZt50Kq5p7koUkqRmmYiNdVEcrKJhEQj8YlZJCQYSUg0snajE3+diWbYYD9mPl8JVxf53BOlkxRUgJeXFx4eHlqHIYQoYSaTiW/3bKJj47YMuD8IAD/lRauWMvxX2L9Mg4mPP4/i2++ccXE5o3U4FpGR4Yybm/23paDtcHHR4e3thE85J7y9nfHxdsLZWUdCQlZ2cfNPYZOaenuxFBVtIC1dUd7HiaBu3vTo5kObFp4kJGURFZ1FdHQWUTEGwq5k8seJVL75LobPvooGoLyPE5mZ2cWUUnnH5+amY9GrVRnQx7fIj4UQjkAKKmDnzp2cP39e5lAJUcocOPU7V6Ou8+LgZ7UORQiLCj2WwsxXwjl/IYMmjRR1ajnGl4Yxsen4+Ra+LZcvZm9lULO2bcxtLGg7MjIVCYlGIiINnP07nYQEI5kGRXnv7ALLu5wTVau44llGz39XJff2duKhB8vRtpUXzs7/Xunh4UqlwNtX3ss0mDh9Jp2jx1P4+2IGZcro8fTQ4+Ghx8vTCU8PPd7eTniXc8LH2wnvcs5c+Ps4990nxZQQUlABa9euJTo6mgkTJmgdihAO79SV8/x56bTVjq/T6WhTvxm1Kla/622//WUj5TzKEtSmdM6rEI4nKcnIG0tu8s13MVQMdOHjJTXx9jpPq1Z3fz/Yg9DQqCK1ZcyY7ILqrdeGWTqkIilqO6zJ1UVPsyYeNGtS8IL1spMVAxLCjkhBBSxZsoSjR49qHYYQDi3LmMWSTZ/y5rqPMJqMVj9f63rNaFKz4W3f2t5q2+GfeOzBvpRxLfqqfkJo4dzf6bz3UQRGY+7xWMdOpBIVk8WooRWYPCEQTw8nQkM1CtKGLFmyROsQhBAOTAoqwN3dHTc3N63DEKLEZRgyefnLNzh64U8gewJyrv9vue3t16nbriOP+6Wnp5OFkRuxkQy4P4ipA8bi7GSdj58MQyY/Ht3LugPb2XToh3xv61vWh1HdHrVKHEJYU1KykcthGWT957uJOrXd+fCdijRt7BhD/CzF3V2+NBFCWI8UVMD27dtlDlUpZTQZOXP1b05cOs2J0ycpX7kCtSvVsOg5TCYTH21fyc6je4lLTqCCty/vPf0qlXwDLXqewkpMTWLkW5M4eOoIDzZtj4tz9qpOOrK7dHS3dO3k/Kz7z++5r7vD/f65LC4+Dl9fX4LadKVv+x7WadAt6lepzYTgUVY/jxBaadXcky1r6msdht3Yvn07AEFBQRpHIoRwRFJQAavWrCb85jU69irePAo3F1cqlPOlnGdZdOjQ6f75B7f8/O/lt1JKkWHIJDMrEx0685LLer0epVSufykZqSSkJGK65TKTylmJR5l7C7LPoUOny/1Hb875TSYTCoXJpFDKdMsxQJ8Try57oqtep0en0/3z/7+/K6VQ5MTBLT9nXx6fkkhkfIw5rpzLb5UT060xZ//8b9w5x//vcW59DG6N47+3U4p/72MyYVKKPScO8unOVVyNum6OZcXe72hVryntG7bknur1Sc1I42ZsJOU8vKgZWJ1KvgGULeOJu6t7vkPJcqRmpPHS56/zy4lDNK11DzUCq7L/r8P0enkEq15cRv0qtYHs4XAZhkzzc+6kd8JJrycpNYVrMTcJPX+czb/9yB8XTlLG1R1Pdw8MmZm4f130b13jUxJJTEnig2cWmFe4s5bQ0FD5wkIIoZmNGzcCUlAJIaxDCirgWsU0TqZF0nO2NpNVcwoTUfLaNWzJ8wOeplW9pvx99jznk66y9bddLP/+azKzDBY5h7uLG2+Mns3wrgPQ6XT8eek0jy2cQNcZg3B2diYjMxOTuvP+ILeqXbE6gx7oTZYpi+S0VGJjYyhfvuirK+n1eoZ26ccD995X5GMIIYQ9+OCDD7QOQQjhwGyqoNqyZQvLli3DYDAwatQohg4dWiLn/WzqYrb/srPYm3mmZaYTkxhHYmrSbb013KEXB/79WafT4e7ijpuLyz89KfzTk2K6pWcou7cr/No1qler/k8PErdcpzP3LOUc49Yeof/22Oh12T1hep0efXZ3kHmIlkKhTKbsOJQpVy+YSZlAZfcO5fS+5dw3J6acn69evUqN6jVy9dT99zzmeTfq376r/8adq3cPbuk9y30+3R3iINflmH+uW7km99ZoYH7+Em7E0KNLN57t8wSZWQYu3gijrIcXAd5+JKWlcPHmFaITYklOSyYtM6PAr4v297SibuWa5t+b1LqHrXO/5PMfVwPg5uKGm4srbi7Zy9gaTUaMJhNKmSjj6k6VCpWoV6UWDavWzdWzKb0+QtgGrXKXKDhnZ5v6c0cI4WBs5hMmIiKCxYsXs379elxdXRkyZAht27YtdpFTEMd/PUpaeDwPD+po9XNZgj39IW1Psd7K1dmFhtX+fe35lvXBt6yPxY5fM7Aq/zdsqsWOJ4TQhpa5SxTcli1bAAgODtY4EiGEI9JrHUCOgwcP0q5dO3x8fPDw8KB79+7s2LGjRM69ZcsW9u3bVyLnEkII4Ti0zF2i4LZs2WIuqoQQwtJ0ykYm73z00UekpqYyefJkAL777jtOnDjBq6++mu/9MjIyOHnyZEmEKIQQwoIaN25s91tWSO4SQojSI6+8ZTND/u5U1/13Jbz8FDcx29PQNInVOuwpVrCveCVW67DXWB2pmNA6dxWEPb1O7sZR2iLtsD2O0hZHaQfYVlvulrdsZshfYGAg0dHR5t8jIyMJCAjQMCIhhBAif5K7hBBC2ExB1aFDBw4dOkRsbCxpaWns3LmTTp06aR2WEEIIkSfJXUIIIWxmyF9gYCCTJ09mxIgRGAwGBg4cSNOmTbUOSwghhMiT5C4hhBA2U1BB9nKmsqSpEEIIeyK5SwghSjebKqiKImdCcGZmZrGPlZFR8M1atSaxWoc9xQr2Fa/Eah32GGvO57WNLDKrCUvmroKwp9fJ3ThKW6QdtsdR2uIo7QDbacvd8pbNLJteVElJSZw7d07rMIQQQhRS/fr1KVu2rNZhaEJylxBC2J+88pbdF1Qmk4mUlBRcXFwKtVStEEIIbSilMBgMeHp6otfbzNpIJUpylxBC2I+75S27L6iEEEIIIYQQQiul86tBIYQQQgghhLAAKaiEEEIIIYQQooikoBJCCCGEEEKIIpKCSgghhBBCCCGKSAoqIYQQQgghhCgiKaiEEEIIIYQQooikoBJCCCGEEEKIInL4gio5OZnevXsTHh4OwP79++nTpw+9e/dm+vTpZGZmAhAZGcmYMWPo27cvQ4YMMd8+MTGRMWPG0LNnT4YOHUpUVJTmsYaHhzN06FBCQkIYPnw4165dAyAzM5Pnn3+enj170q9fPy5cuFBisa5fv56goCCCg4OZN28eWVlZAFy/fp2hQ4fSo0cPnn76aVJSUgBtH9e8Yg0NDWXAgAGEhIQwcuRI8+Nqi7HmOHXqFI0bNzb/XpKvgcLEa4vvr7xi1fr9tXTpUnr16kWvXr1YtGgRAAcPHiQ4OJhHHnmExYsXm297+vRpBgwYQPfu3Zk5c+Zd33daxrpr1y5CQkLo06cP48ePJyEhoURjdUQFfU1v3LiRBx54gJCQEEJCQszPiy099vb0WVLcdsTExJifi5CQELp27UqLFi3srh2g/eelJdty4sQJBgwYQHBwMGPHjjU/9rbQFnvKC5ZsS44ZM2awfv168++20pZclAM7duyY6t27t7r33nvV1atXlVJKderUSf39999KKaWeffZZtWbNGqWUUiNHjlTffPONUkqpb775Rj333HNKKaXmzp2rPvroI6WUUhs2bDBfrmWs06ZNU19//bVSSqkvv/xSTZ06VSml1CeffKJmz56tlFLq8OHDauDAgSUS64ULF1THjh1VRESEUkqpOXPmqBUrViillBozZozaunWrUkqppUuXqkWLFimltHtc84u1S5cu6vTp00oppb777js1btw4m41VKaVSU1PV4MGDVf369c2XldRroLDx2tr7K79YtXx/HThwQA0ePFhlZGSozMxMNWLECLVlyxbVuXNndeXKFWUwGNQTTzyhfvnlF6WUUr169VJ//PGHUkqpF1980Rx3Xu87rWJNSkpS999/v7p586ZSSql33nlHvfrqqyUWqyMqzGv6lVdeUVu2bLntGLby2NvTZ4ml2pHDaDSqYcOGqc2bNyul7K8dWv89cjcFbYvJZFKdO3dWhw4dUkoptW3bNjV27FibaIs95QVLt+XmzZtq7NixqmnTpmrdunXm49hCW/7LoXuo1qxZw5w5cwgICDBfZjQaSU5Oxmg0kpGRgZubG7GxsZw5c4YhQ4YAMGDAACZNmgTAL7/8QnBwMAC9e/dm7969GAwGzWIFMJlMJCcnA5CWloa7u7s51j59+gDQpk0b4uLiuH79utVjPXv2LM2bNzf/3qVLF3bt2oXBYOD333+ne/fuAPTv358dO3aYY9Xicc0r1szMTJ577jkaNmwIQIMGDbhx44ZNxprj9ddfZ9SoUbmOUVKvgcLEa4vvr/weWy3fX/7+/rzwwgu4urri4uJCnTp1uHz5MjVqWYettAABAABJREFU1KBatWo4OzsTHBzMjh07uHbtGunp6TRv3hz49/2V3/tOq1gNBgP/93//R2BgIPDv+6ukYnVEhXlN//nnn2zcuJE+ffowbdo0EhISbOqxt6fPEku041br1q2jTJky5tjtrR1a/z1yNwVtS1xcHOnp6bRr1858+f79+8nMzNS8LfaUFyzZFoAtW7bw0EMP0bNnT/MxbKUt/+XQBdX8+fNp3bp1rsv+7//+j+HDh9OxY0fi4uLo0aMHV69epXLlyrz22mv06dOHiRMn4uLiAmQPL/D39wfA2dkZLy8vYmNjNYsV4LnnnuPzzz+nY8eOrFixgqeeeuq2WCH7hXvz5k2rx9qwYUOOHz/OjRs3MBqN7Nixg+joaOLi4vDy8sLZ2dkcT0RExG2xluTjmlesrq6uhISEANkJYunSpTz88MM2GSvATz/9RHp6uvk1kaOkXgOFidcW31/5PbZavr/q1atnToSXL19m+/bt6HS6XOcNCAggIiLijvFERETk+77TKtby5cub30/p6eksX76chx9+uMRidUSFeU37+/vz7LPPsmnTJipVqsQrr7xiU4+9PX2WWKIdOYxGI8uWLWPq1Knmy+ytHVr/PXI3BW1L+fLl8fDwYP/+/QBs27YNg8FAXFyc5m2xp7xwN4VpC8Do0aMZNGhQrmPYSlv+y6ELqv+KiorizTffZOvWrezfv59mzZqxYMECsrKyOHXqFB06dGDz5s089NBDvPDCC3keR6+3/sOWV6yQPZb0lVdeYd++fcydO5dnnnkGpZRmsdaqVYupU6fy9NNPM3ToUBo0aICLi8sdY9LpdHkeR8tYc2RmZjJt2jSysrIYO3asTcYaFRXFsmXLmD17doGOUxKxQt7x2uL7K7/XgS28v86fP88TTzzBjBkzqF69+m3X63S6PN9fhX3fFVdBYs2RlJTEU089RcOGDenXr1+Jx+rI8ntNv//++zRr1gydTsfo0aPZu3evTT/29vRZkp+75Zt9+/ZRq1YtGjRokO9xbLkdtvB5WRh5tUWn07FkyRI++ugj+vbtS1JSEj4+Prmer1tp0RZ7ygt3U5i88V+21pYc2r+6S9CRI0eoX78+1atXR6/X8+ijj3L48GH8/f3x9PSkS5cuQHY3+4kTJ4DsSjnnm5isrCySk5Px8fHRLNbY2FguXrxo/ra3e/fuREVFERcXR0BAQK4JrFFRUbmGEFpLRkYGTZs2ZePGjaxatYrKlStTrVo1fH19zUMW/xuPVo9rXrECpKSkMHr0aLKysli2bJn5g9TWYv3ll1+Ij483TwQGCAkJITk5WbPXQH7x2uL7K69YbeH9FRoayqhRo5g6dSr9+vUjMDAw17fakZGRBAQE3HZ5Tjz5ve+0ijXn58cff5yGDRsyf/58gBKN1dHl9ZpOSkri888/N99OKYWzs7NNP/b29FmSn/zyDWQv1BIUFJTrPvbUDlv4vCys/J4TZ2dnVq5cycaNG+nXrx8mkwkfHx+baIs95YW7KUzeuBNbasutSlVBVb9+fU6cOJFr2FSTJk2oXr06gYGB7NmzB4Cff/6Ze++9F4DOnTuzceNGALZv307r1q3z/MaiJGItX748bm5uHDlyBMh+YXp6euLr60vnzp3ZtGkTkF2Qubm5UblyZavHmpqaysiRI0lOTiYzM5OVK1cSFBSEi4sLrVu3Zvv27UD2SlOdOnUCtHtc84oV4Pnnn6dGjRq8++67uLq6mu9ja7EOGjSIXbt2sWnTJvPzvWnTJry8vDR7DeQXry2+v/KKVev3140bN5gwYQJvvvkmvXr1AqBZs2ZcunSJsLAwjEYjW7dupVOnTlSpUgU3NzdCQ0OBf99f+b3vtIrVaDQybtw4evbsycyZM83fJpZUrKVBXq9pDw8PPvnkE44fPw7AV199Rbdu3Wz6sbenz5L85JdvAI4dO3bbUH97aofWn5dFkd9z8tJLL5kL9BUrVtCjRw/0er3mbbGnvGDJtuTFVtpyG23WwihZXbp0Ma+ct379etWzZ0/Vu3dvNWHCBBUTE6OUUurChQtq2LBhqlevXmrw4MHq0qVLSiml4uLi1NixY1VQUJAaPHiw+Thaxnr8+HE1cOBA1bt3bzV48GD1119/KaWUSk9PV9OnT1dBQUGqb9++6uTJkyUW65o1a1RQUJB65JFH1JIlS8y3CQ8PV8OGDVM9e/ZUTzzxhIqPj1dKafu43inWv/76S9WvX18FBQWpPn36qD59+qjRo0fbZKz/desqfyX9GihovLb4/sorVi3fX6+++qpq3ry5+TXYp08f9c0336iDBw+q4OBg9cgjj6j58+crk8mklFLq9OnTasCAAapHjx5qypQpKiMjQymV9/tOq1h37typGjRokOu2L730UonF6sgK8pr+/fffVd++fVWPHj3UuHHjVGJiolLK9h57e/osyU9BP8ObNm2q0tPTc11mb+2wlb9H7qagbenbt6/q3r27mjhxokpKSlJKad8We8oLlm5LjhkzZuRa5c8W2vJfOqXyGOwqhBBCCCGEECJfpWrInxBCCCGEEEJYkhRUQgghhBBCCFFEUlAJIYQQQgghRBFJQSWEEEIIIYQQRSQFlRBCCCGEEEIUkRRUQgghhBBCCFFEUlAJIYQQQgghRBE5ax2AEKXNrFmz8PX1ZcqUKQBs3ryZH374gQEDBrBs2TIMBgPu7u7MmDGDFi1aEB0dzcsvv0xMTAxRUVFUqVKFd955Bz8/P7p27UrTpk05e/YsU6ZMoVu3bhq3TgghhKORvCVE/qSHSogSNnToUNavX09WVhYAq1evpmPHjixevJjly5ezceNGXn31VZ599llSU1PZtm0bzZs3Z/Xq1fz000+4u7uzadMm8/Hq1avH999/L0lJCCGEVUjeEiJ/0kMlRAm75557qFq1Kr/88gu1atUiMjISo9FIZGQko0aNMt9Op9Nx5coVRo4cyZEjR/jss8+4fPky58+fp1mzZubbtW7dWoNWCCGEKC0kbwmRPymohNDA0KFDWbduHTVr1uTRRx/FZDLRvn173nnnHfNtbty4QUBAAG+88QYnTpxgwIABtG3blqysLJRS5tt5eHho0AIhhBClieQtIfImQ/6E0ED37t05ffo0O3fuZMCAAbRr144DBw5w4cIFAPbs2UOfPn3IyMhg//79jBw5kr59++Ln58fBgwcxGo0at0AIIURpInlLiLxJD5UQGnB1daV79+5ER0fj6+uLr68vr7zyClOmTEEphbOzM8uWLcPDw4MJEyawaNEiPvjgA5ycnGjZsiVXrlzRuglCCCFKEclbQuRNp27tgxVClIjU1FSGDRvGnDlzco0rF0IIIWyR5C0h8iZD/oQoYfv27ePBBx+kbdu2kpSEEELYPMlbQuRPeqiEEEIIIYQQooikh0oIIYQQQgghikgKKiGEEEIIIYQoIimohBBCCCGEEKKIpKASQgghhBBCiCKSgkoIIYQQQgghikgKKiGEEEIIIYQoIimohBBCCCGEEKKIpKASQgghhBBCiCKSgkoIIYQQQgghikgKKiGEEEIIIYQoIimohBBCCCGEEKKIpKASQgghhBBCiCKSgkqIYgoPD6dBgwYMHTr0tutefPFFGjRoQGxsrEXO9dRTT/H3338D8MQTT5iPe+vlQgghxN2UZO4SwtE5ax2AEI7Azc2Ny5cvc+3aNapUqQJAamoqoaGhFj3Pxx9/bP75wIEDd7xcCCGEKIiSyl1CODrpoRLCApycnOjZsydbtmwxX7Zz504eeughAJRSzJs3j0GDBhEUFETPnj3NCeuFF17g008/Nd/v1t+7du3KpEmT6NmzJz/++CNdu3blzz//5MUXXwRg5MiR3Lhxw3z5b7/9Ru/evc3HuvX3CxcuMGTIEPr370+/fv34+uuvrfugCCGEsGl3y10Aq1evpnfv3vTp04cnnniCS5cuAdm5aty4cfTq1Ys33niDpKQkpk2bRu/evQkODmbRokVkZWUBcPz4cQYNGkTv3r3p168fhw4dyvfyI0eO8OijjxIcHEz//v3Zu3dvST0kQhSJFFRCWEjfvn3ZvHmz+feNGzfSr18/AC5dukRkZCSrV69m+/bt9OvXr8C9SvXq1eP777+nW7du5ssWLFgAwBdffEGlSpUKdJxPP/2Url27sn79epYvX86RI0cwmUwFbZ4QQggHlF/u+vXXX/nkk0/48ssv2bx5M71792bChAkopQBIT09n27ZtPP/888ybNw8fHx+2bNnCunXrOHv2LCtWrMBgMDBhwgQmTJjA1q1befXVV3nttdfIzMy84+VxcXFMnDiRmTNnsmXLFhYuXMjzzz/P1atXNXl8hCgIKaiEsJDGjRuj1+s5efIkN27cICUlhfr16wNQu3ZtJk2axKpVq1i4cCE7duwgJSWlQMdt3bq1ReLr1q0bn3zyCc888ww7d+5k1qxZ6PXyESCEEKVZfrlr3759BAUF4evrC0D//v2JiIggPDwcgFatWpmPs3fvXoYNG4ZOp8PV1ZUhQ4awd+9ezp07h16v58EHHzSfb8uWLZw/f/6Ol584cYLq1avTrFkzIPtLxZYtW3L48OESekSEKDz5a0oIC+rTpw+bN29m06ZNhISEmC/fs2cPY8eOBeChhx7iscceM1+n0+nM3/YBGAyGXMf08PAo8PnzO1aXLl344Ycf6NmzJ6dPnyY4OJgrV64UvHFCCCEcUl65605fuimlzEP5bs1P/x3xYDKZyMrKwsnJCZ1Ol+u6c+fO5Xn5nUZO3HpOIWyRFFRCWFBISAg7duxg+/btueYy/fnnn3Tp0oXHH3+cJk2asGvXLoxGIwDly5fn5MmTAMTGxnLkyJECncvJyem2BOPr68v169eJiYlBKcWuXbvM102dOpXt27fTq1cv5syZg5eXFzdu3Chuk4UQQti5vHLXAw88wPbt282r/a1btw4fHx9q1Khx2zEeeOABvv76a5RSZGZmsmbNGjp06EDt2rXR6XTmhZT++usvRo4cmeflTZs25dKlS5w4cQKA8+fP8/vvv3PfffdZ+2EQoshklT8hLCgwMJA6depQtmxZfHx8zJcHBQUxf/58goODcXJyonXr1uzcuROTycTw4cOZNm0a3bt3p2rVqgVOGt26dePxxx/ngw8+MF9Wt25dhgwZwoABA/D39zcPpQAYP348M2fOZPXq1Tg5OfHwww9LghJCCJFn7mrbti2jRo1i5MiRmEwmfH19+eijj+7YczVr1izmzZtHcHAwBoOBjh07Mm7cOFxdXXnvvfd47bXXWLRoES4uLrz33nt5Xu7n58e7777Lq6++Snp6OjqdjgULFlCrVq0SfESEKBydunV8kBBCCCGEEEKIApMhf0IIIYQQQghRRFJQCSGEEEIIIUQRSUElhBBCCCGEEEVk94tSmEwmUlJScHFxuW35TSGEELZHKYXBYMDT07PU7oUmuUsIIezH3fKW3RdUKSkpnDt3TuswhBBCFFL9+vUpW7as1mFoQnKXEELYn7zylt0XVC4uLkB2A11dXTWJ4eTJkzRu3FiTc1uKI7QBpB22xBHaAI7RDltrQ2ZmJufOnTN/fpdGlshdtva8FoTEXDIk5pIhMZcMW4j5bnnL7guqnKESrq6uuLm5aRaHlue2FEdoA0g7bIkjtAEcox222IbSPNTNUrnLFp/Xu5GYS4bEXDIk5pJhKzHnlbdK5+B1IYQQQgghhLAAKaiEEEIIIYQQooikoBJCCCGEEEKIIrL7OVT5MRgMhIeHk56ebtXzODs7c/r0aauew9ru1gZ3d3eqVq1aqieRC1ESrqcbGPfndd65txK1PbRZaEdopzB5yx5zT0nELPlKiII5sz+ao1tvMmT+veidSu+cVktw6IIqPDycsmXLUrNmTatOfk5JScHT09Nqxy8J+bVBKUVMTAzh4eHUqlWrhCMTonT57kYifyZlsDs6hdrVpaAqbQqTt+wx91g7ZslXQhSMUor9X10lOiyV62eSqHpvOa1DsmsOPeQvPT0dPz+/Ur2SlCXodDr8/Pzu+I3p0qVLWbp0qQZRCeF4lFJsvJkIwLHENI2jEVqQvFU8OfkqMjJScpMQ+bhyIoHosFQALh6J0zga++fQBRWU7mV5LSmvxzEhIYGEhIQSjkYIx3QiKYPLaQY8nHQcS7TuUGVhuyRvFY9Op0MpJblJiHyEbrlJmXLOVKrvxQUpqIrNoYf8CeubOXOm1iEI4TA23UzEVafjiWrlWXo5lqjMLPxd5WNaiMLy9vaW/CREHhIiMzh/KIa2A6vgWsaJvV9cITk2Ey9fGWZeVA7fQ2VLwsPDadCgAS+//HKuy0+fPk2DBg1Yv359sc8REhICwIkTJ3jjjTcA+Omnn3j33XeLfWwhhPVkmRRbIpPoUsGTTr7Zc0yOSy+V0FhJ5C0hRMk6tv0mAC2CKlK7dXkALoZKL1VxSEFVwnx8fNi3bx9Go9F82fbt2/H19bXI8Tdt2gTA33//TUxMDAAPPfQQzz33nEWO/1/vvPMO77zzjlWOLURpcjAulehMIyGBZWlc1g0nHRxLkIJKaM/aecsaEhMTJTcJcQdGg+L/2bvv+KjKrIHjvynplUASAoFA6DV0BRUEpIXeBKWICiKKKLgCUhZBUVAUZBW7qy+KioB0UAFBBV0g0kKREgIkhPSezGTKff+IjMQkkDozmZzvZ13IzJ17z5Mwc3Lu047vukGTu/3wCXQlsJEHnn5OMo+qnKrNWJKNcRl8G1c546mH+LnycAlXLfLw8KB58+YcOXKEu+++G4CDBw/SrVs3AL744gu2bNlCbm4uKpWKVatW0ahRI3r16sX//d//ERwczP/+9z/eeecd1q5dy4QJE/Dx8eHChQusWrWKYcOGceTIEVavXk1OTg7vvfcegYGBHD58mGXLlhV7ni+++IIdO3agVqtp27YtS5YsKVF79Hp92b5pQogCtsRn4qVV06umBy4aNc08XKSHSnBqTwInf4gv8jmzyYRaoynzudv2DaTNAwF3PO5Oeeunn35i1apVmM1m6tWrx5IlS6hVqxa9evWibdu2nD17lnXr1rF//34++eQTNBoNrVq1YuHChXh4eLBt2zbee+89VCoVbdq04eWXXyY7O5v58+cTFRWFs7Mzc+fOpWvXrsVe658URZH8JEQR4k+Zyc0w0mFwEJA/57Bhxxqc/y0Zs0mR5dPLSHqobGDAgAF8//33QP7QvGbNmuHk5ERWVhZ79uxh7dq1bN++nQceeIB169bd8XzNmjXj+++/p0WLFgB4e3szY8YMevXqxbRp0+74eqPRyKeffsrGjRvZtGkTKpWK+PiiE/g/zZkzhzlz5pToWCFE0XJNZr5PzGSAvycumvyP5TBvV05k6jArio2jE6L4vJWcnMy///1v3n33XbZt20aHDh0K3JDr3r0733//PUlJSbz//vt89NFHbNu2DTc3N9555x3i4+N57bXX+PTTT9mxYwcmk4kDBw7w9ttvU79+fXbt2sXrr7/OqlWr7nitW/n4+EhuEuIfFEXh6u9GatV3IyTMx/J4o8410GeZuH4u04bRVW3VpodqZJA3I4MqZ4397OzsUh3fs2dPyx22Xbt2MWDAAHbu3ImnpydvvvkmO3bsIDo6ml9++cVSJN1O27Ztyxo6kL/RYlhYGKNGjaJ3796MGzeOwMDAcp1TCFFye5KyyDYpDKv992dUO29XvrqezuUcA408ip4obDArOKmtfzdRURRZic5K2jwQUGwvkjX3oSoub7m5udG2bVuCg4MBGDNmDB9++KHldWFhYQAcOXKEnj174uvraznuxRdfJCwsjA4dOlC7dm0Ay9zfVatWsWLFCiD/puE333zDTz/9dNtrCSFu7/q5LDKvK3R9OqjAZ3iD9r6o1HDpSKrsR1VG0kNlA56enjRv3pyIiAh+//13y7CJuLg4xowZQ2ZmJt27d2f48OEot9ydvvl3o9FY4Hyurq6lun5R53nrrbd46aWXUBSFyZMnc/jw4RKd68033+TNN98s1fWFEAVtvpFJbRctd/m6WR5r553/vi5u+fTfU3MI+/kiW//at8pall9MZFTENateU9hecXnLbDYXOE5RlAK5xcXF5bbHabUF7+umpKSQkpJS6PFLly7d8Vq3ysjIkNwkxD/8sS0OrQu07l3wJo2rp5a6Lb1lHlU5SEFlIwMGDODNN9+kdevWlsTh7u5OSEgIkyZNIiwsjJ9//tkyCbhGjRpcvHgRyF+17040Gk2Riaao86SkpDBy5EiaNm3Ks88+yz333MOff/5ZIe0UQtxeSp6Jn1OyGRzohfqWO4aNPJzx0KiK3eD3y9h0cs0K/zp7g0MpOVaJ9dvr6bx/NZUOPm53Plg4nKLylk6n48SJE8TExADwzTffcNdddxV6bZcuXdi3b59lb6j169dz11130aZNG06cOEFiYiIAr776Knv37qVTp07s3LkTyC+mpkyZQlhYWImuJYQoLPZsBmd/TqJORw3OboXnXjbqVIP4S9lkpeTZILqqTwoqG+nZsydnz54lPDzc8piTkxNms5nw8HAefPBB6tata0kcM2bMYOnSpYwcORIvL687nr9t27acOHHCMmTipqLO4+fnx4gRIxg1ahQjRowgIyOD4cOHl6gdzz//PM8//3xJmy2E+IedCZkYFRgWWHCYhUaloq2Xa5ELU2QYTPyQlMWwQC8aujsz9dR1zmRW7gT8Y+m5LPgzgXtquDOnUeFFAITjKypv1apViyVLljB9+nQGDhzI4cOHWbx4caHXNm/enKlTpzJlyhT69+9PRkYGzz33HIGBgcyfP5/HH3+cQYMG4erqyogRI5gxYwbR0dEMGTKEF154gddff73E14L8ucSSm4TIl5tpYMtrf+Lt70Jor6Jn+4R28gVk+fSyqjZzqOxBcHAw+/btA/JXTTpx4oTluWXLlgEwfvz4Il/bo0cPevToUejxtWvXFvj6Zs9Sw4YN+fHHHy2Pjxgx4rbnGT9+PFOnTi1Nc4QQFWBLfAZNPZxp4Vl4nlQ7H1c+upqK3mS2LFYBsCMhkzyzwqR6NQhw1jAy4hqPnohhY8f6BLs5VXiM8XojT566Tm0XLf9pHYTWBvO2hG2UJG8B9OrVq9Brb77uptGjRxMeHl5o3lf//v3p379/gce8vb1ZvXp1oXP26tWryGsJIYqmKArbV1wgO9XAhLfaEptR9AikgNC/lk8/kkrbPjKPvrRs0kP19ttvEx4ezsCBA/nvf/8LwKFDhxg8eDB9+/Zl5cqVtghLlMHy5ctZvny5rcMQokq6lJ3H0XQdQwO9i1zkIczbFaMCp7MK9j5tupFBY3dn2nq5EOTqxH/D6qIzK0w6EUuawVToPCWRkmdiV0Im8fqCQ4X1JjNPnrpOlsnMh23rUMOp7Mt0C2Et6enpkpuEAA5vus6lw6n0nNyA2k08iz1OpVIR2qkGl4+lYTbJ6rKlZfWC6vDhw/z+++9s3bqVjRs3snbtWs6dO8e8efNYs2YNO3fuJDIykgMHDlg7NFEGLi4ulknHQji6bKOZkUevsvpycoEFY8pq1eVk3NQqRtcpelWldt75c5VuXZjiSk5+ETai9t9FWDNPFz5sU4druQbGHYth5uk4Hj0Rw7CjV+lx6DIzMt35LbX4eVZXcvIYfvQqT0XGcffBKIYeucLqy8mcydSx8HwCxzN0vNmiNs08Hfe9npWVxaBBgyzDrEtyk+/69euMGzeO/v37M23atFKv+Coqj0qlktwkqr3Ys5kc+O8Vmt5Tk45Dgu54fGin/OXTY8/K8umlZfWCqkuXLvzf//0fWq2W5ORkTCYTGRkZhISEUK9ePbRaLYMHD2b37t0Vcr2K+KVHFP99fO6553juueesG4wQNvJZTCp/ZOhYeTmZf59PwFSOz5fITB3bEzJ5vH4N/J2LHn0d6KIlyEVbYB7VphsZqIBhtQvOpbyrhjurWtUmKc/IkfRckvNMeGvVtPfJXy1wwvEYPruWWui9fDpTx6g/rpFpMrGmdRD/Cq2JRqVi1eVkBh65yrdxGcxo4Ef/gDvP3ayqTpw4wUMPPUR0dDSQv9BCSW7yLV68mIcffpjdu3fTunVr1qxZUyHxSN4qH0VR8Pb2ltwkqrXcTANblv2Jl78z4c81LtFWFw065C+fLqv9lZ5N5lA5OTmxevVqPv30U/r3709CQgL+/v6W5wMCAkq8sexNkZGRhR7TarWkp6fj5FTxcwr+yRHuTN6uDQaDgby8PCIiIqwYUdlUhRhLwhHa4QhtgPx2ZCvwXoYnHbUm6mlMfBGbzqWEJGa46XAqw5SiV7Ld8FRp6JxyhYjUK8UeV9/kyv8S84iIuI5Zga8zPWijNXP99Emu/+PYAGDNrQvwmfL/G+kJq3NcWXwhkV+iY5nipsdJBZFGDcuz3fBQKbzkkUvAtXQCgLtVkOalIsKoIUtRce8dYqzq1q9fz6JFi5g9ezaQv3HtzZt8gOUm363zTw0GA0eOHOHdd98F8uepjh8/nhdeeKFcsWg0GgwGA87ORe89Ju7MYDAUWnZdiOrml7VXyUrOY8KbbXD1LNn7wdXjr+XTI1LpMSmkkiN0LDb7xJkxYwZTpkzhySeftNwVvFVpN41s3bp1oe79hIQEMjMzqVu3Lmp15XXGWXNzxcpyuzaYzWZSUlIICgoiIKDg3gVLly4FYP78+ZUeY0lERETQsWNHW4dRbo7QDkdoA/zdjhWXksjOSGFJ+0a09HKh5dUUXr2YhNrTh/fb1MFTW/LPmN9Sczh+LIZ5jWvRvX6z2x57/5UUll9KokGbMC5m55FwLIa5TevQsXbJN1+MiIjgm/ta8vblZFZHp5Dq5s2o2t68ej6REA8nPg+rS5Br4RtPvUt8hdLR6/VF3gSzlZufYzeV5CZfamoqnp6ell/c/f39S30jEIq+GXj16lUCAwNLlLeq4s28yozZbDYTHx/Pjz/+yMqVK3n88ccr5LxV8eaQxGwd9hizPlPh+C49Qe00XM86z/V/hHi7mF1rG4nZY+TQgaO4eNrPAkT2+H2+ldULqkuXLpGXl0eLFi1wc3Ojb9++7N69G43m74nOCQkJhX5xL4tatWoRExNT6Xsq5eXlVfm7iXdqg4eHB7VqFV4q2cfHpzLDEsIuJOUZ+W9MKoMCvGjplX/jZkp9P/ycNMw5F8+4Y9f4rF1wiRZsUBSF1y8lEeSiZUJd3zsef3OD35MZOnYnZuGhUdHPv/iJxcVRq1TMDK1FC08Xnj97g/l/JtDB25VPwuriKwtNFFDUkLt/3uQryTEl8c+bgWazmZiYGMtcrtupirnHGjF7eHigKAotW7askJs6VfHmkMRsHfYa80+fRKOYYxn0VBg16hTcN/BOMdf1yeLinhN4G+vTumP5fxevCPbwfb7TjUCrF1QxMTGsXr2ar776CsjfXHbs2LG8/vrrXLlyheDgYLZv387IkSPLfS21Wk39+vXLfZ47iYiIICwsrNKvU5nK2obp06dXQjRC2Jf3r6SgMyk817BmgcdHBvng66Rh2qnrvH05mZea3jn5/JiUzfEMHcuaB+KquXMPRBsvV9TA72m57EzIYoC/F+4leF1x+gfk7131fWIWU+rXwK0c53JUgYGBJCUlWb4u6iafn58fWVlZmEwmNBoNiYmJFXIjsDR5qyrmHmvF/PTTT1f6NYSwJbNJQa0pfBMnN9PAsR1xtOheq1AxVRKBoR64+zoRdTSV1r3to6CqCqyeSW/ugzRs2DBGjhxJ+/btGThwIMuWLeOZZ54hPDyc0NDQQntSCCGELSSbVayNTWdkkDeNPArfWe9dy5PwAC82xWWQZTTf9lwmReGNS0mEujsxsoRD9jy0app4OLM2Jo0sk5mRQSUf6lecZp4uzGhYU4qpYoSFhXH58mWuXLmCyWRi+/btdO/evcAxTk5OdOrUiZ07dwKwefPmQscIIWxPMdvPIi8GnYmYMxnlPs+xnTdYPfYwNy5kFXouYmsceblm7n4wuEznVqlVNOzoy+U/0uzqe2fvbDKHasaMGcyYMaPAY127dmXr1q22CEeUw81d6hctWmTjSISoHBv0ziiKwowGNYs95pFgX7bEZ7L5Rgbjg32LPe67GxlczMljTSk3xw3zduXP7Dzqumrp4lv6O46idFxcXCw3+fR6PT169LDc5Js/fz69evWid+/eLFq0iLlz5/Lee+8RFBTEW2+9ZePIxU2Sm6qn9HgdV06kkxidQ2J0NonRORh0Jh5b0x7f2q62Do8dKy9w7udkxixtRcMOvmU6h9mk8Ns3MeiyjHy76AwTV7bFJzC/bXm5Jo5uiaPx3X4ENCz73P7QjjU4vTeRGxezCGrquCu8ViRZBkeUS2Cg7KYtHNeVnDz25TnxcF0fgt2KXy20nbcrrb1cWBubxri6PkXOpdGbzKyMSqatlwv9SzkHqp23K+vjMhhe2xt1GebpiJLZt2+f5e/F3eS7dQGLunXrsnbtWqvEJkpHclP1oygKX809TdoNHVpnNbVC3GjYsQZnfkrk6JbrPDA11Kbxnfs1iXM/J6PWqtj7QRSPrWlf5JC9Ozl/KJmMBD09JoXw+7cxfLvoLONX5K/kd2zHDXSZRrqNKVvv1E0N2/uCCqIi0qSgKiEpqES5PPnkk7YOQYhKs+pyMhpg+m16pyB/MYKJdX2ZfS6e/6XlcncN90LHvHclhet6Iyta1i714gW9a3nSPTGLh+vIIjBClITkpuonNVZH2g0dPR8PofPwupZiRTEpnPw+gfvG18fFwza/9uakG/jh3ShqN/Hg7tHBbH71T47tuFGizXb/6eiWOHxqu3DXqLoENfNk/cIzfPfKOUYsbM7hTbGEtPOhTvPyFUHuvk4ENfHk8tFU7nmoXrnOVV3IAHohhCjC2Sw9W+IzGeBsIMDlzkl4cKAXvlo1/xeTVui5qJw83ruSytBAL7oWUWzdSYCLls/bBRe5tLkQQgiIPp4GQNNuNQv0/HQaFkReromTPybYKDLY834Uuiwj4TOb0OzemoSE+fDL2qvkZhhKdZ6485nEnM6g05A6qDUqGrTzZcCzjblyIp3Pnz1BdqqBruXsnbqpYUdfYs9loss0Vsj5HJ0UVKJcFi5cyMKFC20dhhAV7o1LSXhp1Qxz0ZfoeFeNmgfr+PBDUhZxur+TpKIo/PvPBFw0KuY39r/NGYQQFUVyU/Vz+Y80fAJd8A0qOFcqqKkXwS29iNgSh9lk/UUWzv+WzJn9SXQbG0xAQw9UKhW9pzZEn2Pkly+ulepcR7fE4eympk3fv1ffa/NAAPeOr0dKrI46zb0ICauYkQyhHWugmP8uVG/nz4PJbFxy1ibfX3shBZUol5CQEEJCZDdt4Vh+T83hp+Rsngrxw6sUn5Lj6/piVmDd9XTLY1vjMzmYmsPs0Fr4l6CnSwhRfpKbqhezSeHqyXQatPctckh1p2F1SLuh4+LhFKvGlZtp4Pv/XCIg1KNAz1FAQw/aDajNsR1xJF7JKdG5slLyOPtzEm36BuL6j6GL9zxcj37TQwmf2bhM++EVpU5zL1w8NERFpN7x2IPrrnHhtxQi99muF9DWpKAS5TJ58mQmT55s6zCEqDCKovDaxUTquGiZdJsV+4pSz82JXrU8+Co2Hb3ZTLrBxMsXEgnzduWhujL/SQhrkdxUvcSdz0KfbaJBe98in2/arSbeAS4c3XzdqnHt/TCa3AwjA2c1RqMt+Cv3fRPq4+yuYe8Hl4vcKPyf/tie38PWqYh5VyqVivYDg6hVv/RDyouj1qho0N6Xy0fTbhvfjYtZJERlo9GqOLQuBtMdtg9xVFJQCSHELXYkZHEyU8/M0Jq4lGGfpgl1fUk2mNidkMUbUUmkGkwsbRaARlbnE0KIShF9PA1UFDvcTa1R0XFwEFdPZhB/qfDeTZUhJSaXyD0JdB5eh8BGhVd2dfdx4r7x9Yk+lsaF327fc2bMM3N8ZzyNu9Qo02a9ZRXaqQaZyXkk3aYX7eT38Wid1fR/tjFpN3Sc3pdotfjsiRRUolzmzZvHvHnzbB2GEBXCYFZYEZVEMw9nhpdw491/us/PnQZuTrwZlcy62HQm1fOllZft9z8RojqR3FS9RB9LI7CRB+4+xS/cE9YvECdXNUc2x1klpqNbrqPRqugyok6xx7QfWBv/hu7sXHmR1Ou5xR53Zn8iOekGOg0t/lyV4eZeWVFH04p83qA3cfqnRJrdU5PWvf2p3cSDg19ds8teqpL0ApaHFFSiXJo2bUrTpk1tHYYQFeKr6+lcyTUwp1GtMvcoqVUqJgb7ck1nINBFy8yGtSo4SiHEnUhuqj7yck3Ens2kQTvf2x7n6qWlTZ8Azu5PJCslr1Jjys00cOrHBFr29MejhnOxx2m0akYsaA7AppfPkZdrKnyuDAP/2xCLfwN3QtpZd+i4t78L/g3ci51Hdf5gMvpsE236BqBSqbh3XH3Sb+iJ3GtfvVTpCXo+nPwHMWcyKu0aUlCJcpk0aRKTJk2ydRhClFuW0czqy8nc5evG/TXLvsM8wMggb8K8XXm1WQCeWvmYFcLaJDdVH9ciMzAbFUtvyu10GloHk1Hh2I4blRrT8V3xGPRmOg+/c49SjTpuDJvXjKSrOWxfcR7F/HdPStLVHD5/7iRpcTrufzSkwhacKI3QTjW4diqDGxcLD5U88UMCPrVdCGmbX+g16lKD2k08OWRnvVT7PrxMZnIeXrVcKu0akumFEAL46GoKyQYTcxvXKnfS8tZq2NypPj1rFR43L4QQouJEH0tD46Sibss7b2brV9eNRl1qcGznDYx5lfMLv8lgJmJrHA3a+xDQsGQ35xq096XX5IacP5TCwa/yl1K/dCSVtTNPYtCZePj11jTq4lcp8d7JXaPq4lHDic2v/ok+++89qVKv53L1RDpt+waiUufnTJVKxb3j65EerydyT+Ws+KfLNJJ4JafEQ/gu/5HGnweT6TomGJ8AKaiEnZo9ezazZ8+2dRhClFlUTh7PRMaxOjqFgQGetPO23oRfIUTlkNxUfUQfS6Nea2+cXDQlOr7zsDrkpBk4c6ByhqWd+yWJrOQ8Og+vW6rXdRoWROsHAvj1i2vseOsCG146g09tVyauCqNui7LN6a0I7j5ODJ3bjPR4HbtWX7QUMqd+TEClzt8H61aNOtcgqJknB7+KwWSouKLVmGfmfxtieO/Ro3zy5DE+mvIHB9ddIy1OV+xrTAYze96PwjfIlbtGlu7nUVqyKYoolzZt2tg6BCHKJFZnYPXlZDbeyMBFrWJ6Az+m1rfNHUAhRMWS3FQ9ZKXkkRidQ6ueJd9zLKSdD/4N3Dm6OY42DwRU6DA6RVE4/N11atZzI7Sjb6leq1Kp6P9MI5Kv5XDqxwSadvNj0AtNcXYtWaFYmYJbedPjkRD2//cK9dvcoN2A2pz6MYGGHWrg7V+w1+fmXKpv/32Gkz8m0D68drmurZgV4k6Y+N/qP8hI0NOocw0adanBuV+S+GXtVX5Ze5W6Lb3o/kiIZejhTUe3xJF8LZdRi1ugda7cPiQpqES5TJgwwdYhCFFqqy8n8250/jK1jwT7Mi3Ej1rO8nEohKOQ3FQ9XDmeBlDs/lNFUalUdBoaxK63L3HtVAb121bcQg/XTmUQfzGb/s80sgyDKw2ts5rRi1ty9WQ6ze6pWaZzVJa7RtXl6qkM9n54GX22iczkPHo/2bDIY0M7+VK3pRcHv7xK617+OJWxKNRlGfn232eIPWsgINSD8OcaW37WHQYFkZ6g58z+RI7vusFXcyO5e3Rd7htfH42TmsxkPQfXXaVRlxo0tsJwSRnyJ4SoVk5k6Fh5OZletTzY17UBC5sESDElhBBV0OVj6bh6aQlsVLqFhFr29MfNW8uRYjb6NRnMGHSFV9y7kyObr+PmraVVb/9Sv/Ymdx8nmt9Xy66KKQCVWsWgfzXB3duJA59dwd3HiSZ3FV2oqFQq7n80hKwUA0e3lm2ZesWssO2N88Sdz6LlcC2P/iesUOHsE+BC1weDefy99oT1C+T39bGsff4kyTE5/PRxNCajwgNTiy76Kpr8FiHKZdasWQC89dZbNo5EiJJ5MyqJGk5q3mhRW1bgE8JBSW5yfIqicOVYGg3a+ZS6+HBy0dA+vDaHvokhLU6Hb9DfewUmXcnhqxcjyUnP7xWp28KLus29qNvCG5/aLkUOETTmmbn8RyoXfk+h29jgEs/nqmrcfZwYMrcZ6+acok2fADROxefQeq19aNSlBr+vj6HdgEDcvIrfI6wov3xxlUuHU+n7dChK0PXb/oydXTUMeLYxoZ1qsOvti/x3+gmMejPdHgq22kbIUlCJcuncubOtQxCixP6XmsMvKTm82LiWFFNCODDJTY4vJSaXzOS8Ug33u1X7QbX5/dtYjm69zgNTQy3n/OrFSADuHh3M9XOZnPoxgT+25S+z7uqpJbCxB7UbexLYyIPo40YubDxNzOkMjHlm3Ly1dBgUVCHts1f1Wnvz5KcdS7QEeY9JIXz69HF+Xx9Lz8cbFHguLV7H9hUXCG7pRbex9XB2+7sI/fNgMoe+iqFt3wDaD6zNH38U3ZP4T83uqUmd5p7sXHmRzEQ9XR8MLlXbykMKKlEuDz30kK1DEKJEFEVhRVQyAc4aJtb1tXU4QohKJLnJ8V05kQ5ASFjZ5kB51XShRfdanPw+gfvG1yc3w8hXcyNRzPDw8tbUCnEHwGxSSIzO5vqfWdy4kEX8pSyObr6OyZi/2l2t+nraDQikQQdf6rX2xsXd8X+19gl0vfNBQEBDD1r38idiaxwdhwRZFrBIic3l6xcjyckwEhOZwel9ifSa0pDm99Uk6WouO948T1AzT/o+3ajUi4Z41XRhzCutUBTFqvt2Of5PXQghgJ9TcjiansuSpgG4aqR3SgghqrLYc5m4+zoVGK5XWp2GBXH6p0QOrrvGuV+TMeSZCxRTAGqNisBGngQ2+ntfQZPBTNK1XC5eOcs9PTuUqx2O7r4J9Tl7IIlfv7xK+HNNSLqSw9fzIjEZFSa82QaD3swP70ax5bU/Ob7Lh4wEPU6uGkYsaF6ulfmsvQmyFFSiXGbMmAHA6tWrbRyJEMVTFIW3opIIdtUypk7FregkhLBPkpsc3/VzmdRt4VWuX5yDmnoR3NKLw5uu4+Kh4aFlrUu0Ga/GSU1gqAcxqfa1cIQ98gl0pf2g2vmbHbfzZc/7l1Gp4eHX2+D/V+E6aXUYx3be4Of/u4JBZ+bhZa1LNKTQnpS5oHrnnXdu+/z06dPLempRhdx33322DkGIO/ohKYuTmXreaBGIs52tnCQqRkXnpG+//ZYvvvjC8nVMTAxDhw7l3//+d4Frbty4EW/v/E03H3zwQcaNG1eq64jKIbnJseWkG0iN1RHWN7Dc57pnXH1+ePcSg19oSu3Gnnd+gSi1bmPrcfL7BLYuP49XLWceeq01fsF/Lxah1qjoODiIFt1rkZNmKNBDWFWUuaBKTU0FICoqisuXL/PAAw+g1WrZu3cvzZo1q7AAhX0bPXq0rUMQ4rZMisJbUcmEujsxLNB2u82LylXROWn06NGWz7cLFy7w9NNPFyrKIiMjeeutt2jfvn35GyAqlOQmx3b9XCYAdVp4lftcDTv4MvWTjuU+jyieu48T9z8Wwond8Qxf0Bzf2kUP03T3ccLdp3SrAdqLMhdUCxcuBGDixIls2rQJP7/8teinTZvGU089VTHRCSFEOW2Lz+R8dh7/aRWEVnqnHFZl5qSXXnqJmTNnWs55U2RkJB999BHXrl2jc+fOzJkzBxeXqjVMRYiqKPZsJmqNiqAm0qNUVXQYFOTQKyCWe2Z2YmJigSTj7e1NcnJyeU8rqoinnnpKCmhhtxRF4d3oFJp7OhMeIIm3OqjonHTo0CF0Oh0DBgwo8Hh2djYtWrRgzpw5fPfdd2RkZLBmzZoyX0dULMlNji32XCYBoe44uTrmfk+i6in3ohTNmjXjxRdfZOjQoSiKwoYNGwgLC6uI2EQV0KdPH1uHIESxonIMXMzJY3HTANRWXvFH2EZF56Svv/6aRx99tNDjHh4efPTRR5avH3vsMebNm8fMmTNLdf7IyMgyxwYQERFRrtfbgjViDg0NrdBryffZOkoSs9mkEHtWT50OGrtooz3EUFoSc8Urd0H1yiuvsHr1apYuXYpKpaJ79+6yIEU1Mnz4cFuHIESxfkzKAqB3rTuv2iQcQ0XmpLy8PI4cOcKyZcsKPXf9+nUOHTrEqFGjgPzeUK229Cm1devWZR4mGBERQceOVWvuh7VirshryPfZOkoac/ylLEx5J2jXvRGtOvpbIbLiOfL32Z7YQ8x6vf62N8DKXVB5enoyb948AK5du8aNGzdwdS37ngBCCFFR9iZl09LThbquVXOSqyi9isxJf/75Jw0aNMDdvfCKU66urrzxxhvcddddBAcH8+WXX0qPvRBWEHs2f0GKus3LvyCFEBWl3HOo1q1bx/PPP09KSgpjx45lwYIFvPnmmxURm6gCnnjiCZ544glbhyFEIcl5Rv5Iz+UB6Z2qVioyJ127do3atWsXeGzKlCmcOnUKPz8/lixZwrRp0+jfvz+KohQ5NFDYhuQmx3VzQ1+f2rIAjLAf5e6h2rBhAx9++CG7d++mV69eLFq0iAcffJDnn3++IuITdm7w4MG2DkGIIu1PzsYMPFBLFqOoTioyJ4WHhxMeHl7gsVvnTfXr149+/fqVO2ZR8SQ3Oa6K2NBXiIpW7oJKpVJRq1YtfvvtNwYMGIBWq8VsNt/2Ne+88w67du0CoEePHsyePZtDhw7x2muvodfrGTBgQKkn9grbkKQl7NWepGwCnTW09pK7mNVJWXKScDySmxxTRW7oK0RFKveQP2dnZz766CMOHz7MPffcw7p163Bzcyv2+EOHDvHrr7/y3XffsXnzZk6fPs327duZN28ea9asYefOnURGRnLgwIHyhiaswGg0YjQabR2GEAXoTWZ+TsnmAX9PuYtZzZQ2JwnHJLnJMVXkhr5CVKRyF1SvvPIK0dHRLF++HB8fHyIiInjllVeKPd7f35+5c+fi7OyMk5MTjRo1Ijo6mpCQEOrVq4dWq2Xw4MHs3r27vKEJK5C9PoQ9+i0tlxyTIsP9qqHS5iThmCQ3OSbZ0FfYq3IP+WvUqBFLly61fH2nyb9NmjSx/D06OpqdO3cyYcIE/P3/XvoyICCA+Pj4UsVR3r08ysve18cvibK0oVWrVmV+bWWxp1jKwxHaYas2fJXrgitOuFw+R0R0+c8nP4uqo7Q5STimYcOG2ToEUQlkQ19hr8pdUBU3Tnnbtm23fd2FCxeYOnUqc+bMQavVcvny5QLPl3aYTnn28igve1gfv7zK2gZ7a7cj/CzAMdphqzYoisLJQ5e539+Vrm2alft88rOoeHfaz6M8ypqThGP552IiouozmxTi/sykTR+ZPyXsT7kLqoULF1r+bjAY2LNnDwEBAbd9TUREBDNmzGDevHkMHDiQw4cPk5SUZHk+ISHhjucQ9kGn0wHI3mPCbpzO0nNDb5Tl0qupsuQk4XgkNzmexOhsDDozdZvLcD9hf8pdUHXp0qXA1926dWPs2LFMmzatyOPj4uJ4+umnWblyJV27dgUgLCyMy5cvc+XKFYKDg9m+fTsjR44sb2jCCmbMmAHAhx9+aONIhMi3JzELNXB/TSmoqqPS5iThmCQ3OR7Lhr4tvG0ciRCFlbug+qfU1FQSEhKKff6TTz5Br9ezbNkyy2Njx45l2bJlPPPMM+j1enr06EH//v0rOjRRCUaNGmXrEISDicrJI8topq132e4s70nKpoOPGzWdK/zjTVRBd8pJwjFJbnI8sqGvsGcVPofq+vXrjBkzptjjFyxYwIIFC4p8buvWreUNR1hZ3759bR2CcCDXdQYejLhGssHE8NpevNjYH/9SFEbXdQZOZ+mZ26hWJUYp7Flpc5JwTJKbHIvZpHD1eDrBLWVDX2GfKnQOlUqlws/Pj0aNGgH5q/g1aNCgvJcQdiwrKwsAT08Z0yzKR28yM+3UdfRmhUnBvnwZm8aepGz+FVqLcXV90JQgie5NygaQ5dKrMclJAiQ3OZrzvyWTmZxHnwdkPqSwTxU+h+pWM2fO5LvvvivvJYQdmzVrFiDj1EX5vXQhkZOZet5vE0Q/fy/G1/Vl0fkEFp1P4Nu4dKaF+NHUw5n6bs44q/8urvQmMycydRxN07E+Lp0Gbk408nC2YUuELUlOEiC5ydFEbI3DJ9CFxl38bB2KEEWq1EkGiqJU5umFHRg7dqytQxAO4Ovr6Xx9PZ2nQvzo5+8FQCMPZ9a2q8uOhCxevpDA05FxAGhUUM/ViVB3Z9KNJk5l6Mn767OmiYcz/wqV4X6iaJKTqg/JTY4j4XI2105l0PPxENQaGe4n7FOlFlQyztXx9erVy9YhiCrueEYui/5M4N4a7swKrVngOZVKxaBALx6o5cG5bD1R2QYu5+YRlZP/n7tazaP1fOnk60ZHHzdqOMlmj6J4kpOqD8lNjiNiaxxaFzVt+8n+U8J+yTJYolzS0tIA8PX1tWkcompKyjPy1Kk4/F00rG4dVOw8KVeNmnbebrTzdrNyhEKIqkhyk2PIzTRw+qdEWvX0x83LydbhCFEsKahEucyePRuQceqibOacjSfFYGJDx3rSuySEqDCSmxzDye/jMerNdBwSZOtQhLgtKahEuYwfP97WIYgqam9SFvuSs3mxcS1ae5VtzykhhCiK5Kaqz2xS+GP7Deq18SagoWzULuxbpRZUsjyt4+vevbutQxBVkN5k5uULiTR2d+bR4Bq2DkdUE5KTqg/JTVXfxcMppMfr6Tm5ga1DEeKOyl1QJSUl8e2335KcnFzg8QULFrBy5crynl7YuZs/95o1a97hSCH+9tG1VK7kGljbri5OalkoQFQcyUkCJDc5gogtcXj7O9O0q/wMhf0rd0E1c+ZMvL29ad68uaygVA29+OKLgIxTFyUXqzPwbnQK/f09uddPhnGIiiU5SYDkpqou6UoOV06k02OSLJUuqoYK6aFau3ZtRcQiqqBJkybZOgRxG39m6Vl1OZl5jf2p52YfKyS9ejERgPmN/W0ciXBEFZmTJk6cSHJyMlptfqpcsmQJYWFhlucPHTrEa6+9hl6vZ8CAAcycObNCrivKT3JT1XZs1w00WhVhslS6qCLKXVD5+/uTlpYmS5NWU926dbN1COI23opK4oekbE5m6PiqQzD13ZxtGs/BlBx2JmQxs2FNgu2kwBOOpaJykqIoREVFsX//fktBdSudTse8efNYu3YtQUFBTJ06lQMHDtCjR49yXVdUDMlNVZdBbyJybwLN7q2Ju6/kCVE1lLmgeuWVVwDQaDSMHj2abt264eT09z/8BQsWlD86Yffi4+MBCAyUu0j2Jionjx+TshkU4MWvKdmM/SOGde2DaeBesUXV+Sw9JzJ0DAn0wkWjLvY4g1nhpfMJ1Hd1Ymp9WYhCVKyKzklRUVGoVCqmTJlCcnIyDz74YIGV406ePElISAj16tUDYPDgwezevVsKKjtREbkpKyWP0/sSOReRR9xP5/9+QqXCzVuLh68THjWc8ajhhIu7Jn+Iaf7/8v/8x5BTRVFA+evvf/2fouQ/rpj/+lMh/8GbfyhgNJgx6s0YDWZMeWaMBgWT0YzZoGAyKZhNCs6uGlw8NLi4a3B216LPVsrcbls790sy+iwTYQNq2zoUIUqszAXVzbt/HTt2pGPHjhUVj6hiFi5cCMg4dXv0ydVUnNQq/t3Un0S9H+OPX+OhY/lFVcMKKqp+Tclm2qk4skxmVl5OZnoDP0YF+eB8y0ITiqJwJkvPJ9dSuZiTx0dt69y28BKiLCo6J2VkZNC1a1deeukldDodEydOpGHDhtxzzz0AJCQk4O//97DVgIAAyy/xwvbKmptMRjOXjqRy8ocELh1OQTGDqw/kxGVYjlHMCrkZRgx6c4XGXJE0zuCWHUe78NpVbi7hiV03qFHXlfptvG0dihAlVuaCavr06QAYDAZ27drFkCFDSExMZMeOHUycOLHCAhT2bfLkybYOQRQhKc/IxhsZjKjtjb+zFn9nLV+2r8f4YzGM/eMa69rXo5FH+Yqq725kMPvsDRq5O/Nsw5p8fDWV+X8m8P6VVJ5t6IebWcWa6BQ2x2dwITsPJxU8EuxL75qyEIWoeBWdk9q3b0/79u0BcHd3Z9SoURw4cMBSUClK4R6AsvziGhkZWerX3CoiIqJcr7cFa8R88+dUmmvlppo58lEe+gxw9oSQezTU6aDBw/+fN4BUKIoTpjzIy1LIywKjXsHyT+JOnUO3/DNRqfL/45Y/LU/89aXaCdTa/P80TirUGlBpsPypUoEpD4x6MOoUDDkQtd/I9+9EcWRXNC2HOeFWo2oUVQd2HiHmTB5N+mv5448/bB1Oich70DrsPeZyz6FasmQJ2dnZDBkyBLVaTUREBDExMTLkr5ro0qWLrUMQRfgiJg29WWFyvb+H1rXwdGFd+2DGHYvhoWPX+LxdMC08XUp9bkVR+OBqKssvJdHV143329bBW6uhv78nB1JyeDMqiX+djQc8ITOJTj5uLG0WQHiAF75OmgpspRCFVVROOnr0KAaDga5duwL5/+5vnUsVGBhIUlKS5euEhAQCAgJKHW/r1q1xcSn9+xDyf8GoaiNErBVzaa+hKArfzD+DYjAyclFTGnX2s6wuVxW/z0cbHEWbEMy+jy9zeI2RXpMbENY/EJUdb1MRERGB4WpN1NobDHikQ5WYP1UV/21IzGWj1+tvewOs3ONujh07xltvvQXk7/fw9ttv87///a+8pxVVRGxsLLGxsbYOQ9wi12Tm/2LT6F3Lo1AvVDNPF77qEIxGpWJMxDV+T80p1blNisJLFxJZfimJIYFe/LddXby1+UWSSqXi/poebO1Unw/a1GGCq44DXRvwbcd6PFzXV4opYRUVlZMyMzN5/fXX0ev1ZGVl8d1339GnTx/L82FhYVy+fJkrV65gMpnYvn27bCZrR0qbm079mED0sTTuf6wBTe6uWeWX6lapVLQLr81j77UnqKknu/9ziU+nH+f8oeQie1ftgcmgELk3kWbdZDEKUfWUu6AyGAzk5eVZvjYajeU9pahCFi9ezOLFi20dhrjFxrgMUg1mptQreuGHJh4ubOxYj0AXLY8cj2VHQmaJz/3S+QT+LyaNJ+rXYGXL2rioC3+EqFQq+vp7MtTFYPNVBUX1U1E5qWfPnvTo0YNhw4YxcuRIRo4cSfv27Rk6dCjx8fG4uLiwbNkynnnmGcLDwwkNDaV///4V1QxRTqXJTVkpeez96DLBrb1pH+5YCyH4Broy9tVWDJ7dFGOemU0vn+OzGSe4eDjF7gqrhNNmdFlGwgbIIlei6in3kL/777+fxx9/nKFDh6JSqeQuXTXz5JNP2joEcQuTovDJtVTCvF3p4utW7HF1XJ34tmM9ppyM5ZnIOBKbGJlUTAF20/rr6XwRm84T9WvwouwhJexUReak5557jueee67AY1u2bLH8vWvXrmzdurU84YpKUtLcpCgK379zCVOeQvizje16SFxZqdQqWvX0p0X3Wpzel8jBddfYsOgsrXr6M3h2U1uHZxFzxEiNOq6EtPWxdShClFq5C6rZs2fz5ZdfsnfvXrRaLX369OGhhx6qiNhEFdChQwdbhyBusScpi+hcA+80qnXHCfK+ThrWtgvm2dNxLL6QSLzeyL8a1UJTxOtOZuhYeD6Be2q480JorcoKX4hyk5wkoOS56c9fk7nwWwr3PxaCX3DxN6EcgVqjok2fAFr2rMXPn1/lfxtiadnTn0adbb+NRdLVHNKuKNz/mH3P8xKiOOUuqKKjo5k4cWKBVZRkc8Pq48qVKwCEhITYOBIB8NHVVOq5OtGvlmeJjnfVqFnTpg6Lzifw/tVUTmXqeatlbQJc/v5oSMkzMe3UdWo5aVjdKgitJDthxyQnCShZbsrNMPDDmihqN/Ggy4i61grN5jRaNfdNqM+F35LZ80EUIWHt0TpXzFYWumwjKTG5BDX1LNWql8d33UClgTZ9Sr+wixD2oNzvoAkTJrBz504gf6z6a6+9xqJFi8odmKgali5dytKlS20dhgB+S80hIl3HY/V8S1X0aFQqXm4awPLmgUSk5xJ++AoHkrMBMJoVZpyOI8lg4v02dfBzloUlhH2TnCSgZLnpp0+i0WUaGfBckyq/CEVpaZ3VPDAtlNRYHUc2Xy/zeRRFIelKDv/bEMu6OadYPeYw//fcSX794lqJz5ESm8vxXfEEtlLj4SvzbkXVVO4eqs8//5xZs2Zx6NAhzpw5Q2hoqIwpr0Zu7v0ibCvTaOKFszeo7+rEg3VKP/5cpVLxYB0f2vu48kxkHJNOxPJE/RqYFTiYmsPrzQNp4+1aCZELUbEkJwm4c266cTGLkz8m0GV4HQJDq+feeKEda9Ckqx+H1l2jVU9/vP0LLt8fezYTjZOK2o2LHvGQm2lg05JzXIvM3/TYv4E7XUbWISNBz8F113Dz1tJpaJ3bxmA2Kex86wIaJxVN+pf7V1IhbKbc/3qbNGnC448/zoIFC6hRowavv/463t6yu3V10bZtW1uHIIDF5xOJ0xn5tmM93DVl73hu4uHC5k71eeViIh9eTQVgXF0fRpehSBPCFiQnCbh9blIUhX0fR+PmpaXbQ/WsGJX96f1EQz6eeoyfPolm6NxmAOTpTOz/NJo/tt1ArVHRe2pDOgyqXWAIX2aSnm8WnCH1ei69n2hIs3trWgoys0nBoDez5/3LuPs40fL+4hcxOrr1OjFnMhn4fBPyvEveqyWEvSl3QfXcc8/x559/8u233xIVFcUjjzzClClTmDRpUgWEJ+zdpUuXAGjUqJGNI6m+diRksvFGBs808KODT/knVbtq1LzSLJB7a7jze1ouLzaWRShE1SE5ScDtc9OF31O4eiKdPk+F4upZvXtFfGu7ctfouhz88hrtwmuj0ajY/uYF0uJ0dBwaRFqcjh/XRBF3Pot+00NxctGQEpPL1/NPo8s08uArrQqtyqfWqBgypynrF55h+4oLuHpqCe1UeOGLlJhcfv7sKo261KB1b3/++EMKKlF1lXsOlZubG9999x1qtZrw8HA+//xzdu/eXRGxiSpg+fLlLF++3NZhVFs39Abmn4unrZcLzzSoWaHn7h/gxUtNA4rca0oIeyU5SUDxuclkMPPTJ9HUrOdGO9nvCIC7R9fFJ9CFzUvP8cULp1AUhYeXt6bPk6GMWtSCex6uR+SeBL584RQXfk/mi3+dwqg38/DrrYtd4tzJRcPIRS2oFeLOd6+c49I/9r0ymxR2rLyAxllF/xmNSrWAhRD2qNy3ZsaMGcMDDzyAVqvl66+/Zty4caxZs6YiYhNVwD/3aBHWY1YUXjgTT55ZYWWrIJxk9T0hJCcJoPjc9MeOG6TG6hi1uAUardwsgvzi54EnQ9n08lnaDQik5+MNcHHP//VQpVZx34T61G7iwbbXL7Bx8Tm8A1wYu7TVHZeZd/XQMuaVlnzxwim+XXQW39qutH7An9a9AvjzUDKxZzIZ9EITvGq63PY8QlQF5f40ef311/nss8/w9fWldu3avP7667z66qsVEZuoAlq2bEnLli1tHUa19HlMGr+m5rCgiT+h7rIykhAgOUnkKyo35WYaOPjlNRq097GLvZfsSZO7/Zi18W76P9PYUkwVfL4mj6xuS6ehQUx4s02J9+zyqOHMo++0Y9C/muBT24Vfv7zG+49FsP/TaBrf7UernrJJvHAM5S6odDodjRs3tnzdo0cPjEZjeU8rqojz589z/vx5W4dRrSTlGXkvOoVll5LoVdODh2TBCCEsJCcJKJibFEXBbFI4+OU1dNlGek1pKEPMiuDkevttMWoGu/PAk6F41Spdj5Kzq4bWvQN46LXWTPusEz0mhdD4Lj/6PyND/YTjKPeQP61WS3p6uuVNERUVVaI3SFZWFmPHjuX9998nODiYQ4cO8dprr6HX6xkwYAAzZ84sb2jCClasWAHAhx9+aONIHJuiKPwvLZcvY9P5PjETgwLdarixvEWgJCQhblHWnCQq35HvrvPTf3X8pPqt0q+14cQyFAVGtJ6NYv778bD+gQQ0rJ7LpNsDnwAXuo4JtnUYQlS4chdU06ZNY/z48SQlJTFr1iwOHjzIkiVLbvuaEydOsGDBAqKjo4H8O4rz5s1j7dq1BAUFMXXqVNnZvor417/+ZesQHN51nYFHT8RyPjsPb62aCcG+PFTHh8YeMu5ciH8qS04S1nHyh3hcfVS0uT+o0q8V0OVZVCqoXycYlTp/5Tlndw1h/WQhCiFExSt3QdWzZ09CQ0M5ePAgZrOZp556qsBwi6KsX7+eRYsWMXv2bABOnjxJSEgI9erl7wcxePBgdu/eLQVVFdC0aVNbh+DwVkYlE51r4I0WgQwK8MK1HPtMCeHoypKTROXLSNSTGJ1Dk35aej7ewApXtMY1hBAiX4VswBASEkJISEiJj1+6dGmBrxMSEvD3/3tiYkBAAPHx8aWKITIyslTHV7SIiAibXr8ilKUNUVFRAISGhlZ0OGXmCD8LyG/HNZOaTVnuDHQ20PD6RU5ft3VUpeNIP4uqzhHaUFKlzUmi8kUdzd8ovFZT69wQOnPmDIAsmiSEsAq72NHu1r0JbirtmPfWrVvj4mKbIVARERF07NjRJteuKGVtwwcffADYzxwqR/hZwN/t+PjUddxys3mpSwv8nG8/YdjeONrPoiqztzbo9Xqb3wQT1hV1NBXvABc8AqxzvVWrVgH2k5uEEI7NLgqqwMBAkpKSLF8nJCQQEGClT11RLnPmzLF1CA7rZIaO3YlZPNvAr8oVU0IIcZPJYCb6WBote/qjUqVb5ZqSm4QQ1mQXBVVYWBiXL1/mypUrBAcHs337dkaOHGnrsEQJNGrUyNYhOKw3o5Lw1ap5vL7slyKEqLqunc4gL9dMo841yMA6BZXkJiGENdlFQeXi4sKyZct45pln0Ov19OjRg/79+9s6LFECJ0+eBKBt27Y2jsSxnDZq+Dk9hxcb18JLK71TQoiqK+poKhqtipAwX06dsc41JTcJIazJpgXVvn37LH/v2rUrW7dutWE0oizeeecdQMapVyRFUfhK50ygs4aJdX1tHY4QQpRL1JFU6rXxxtnNejeHJDcJIazJLnqoRNU1f/58W4fgcPYnZ3POpGVp45qyRLoQNvTOO++wa9cuAHr06GHZ6uPW5zdu3Ii3tzcADz74IOPGjbN6nPYsPV5H0tVc2va37v5PkpuEENYkBZUoF1mauOIoikKMzsgbUckEqs2MDvKxdUhCVFuHDh3i119/5bvvvkOlUjF58mR+/PFH+vTpYzkmMjKSt956i/bt29swUvt2c7n0Rp2sOxdUcpMQwpqkoBLl8scffwDQoUMHG0dS9SiKwq7ELCLSczmdqedMlp5MoxmAmW56nNSl2zpACFFx/P39mTt3Ls7OzkD+IgfXrxfcCC4yMpKPPvqIa9eu0blzZ+bMmWOz7Tvs1aUjqfjUdsEv2M2q15XcJISwJhlPJMrl/fff5/3337d1GFXS+1dSeToyjnWx6ejNCkMCvVjaLIAdnUO4x9lo6/CEqNaaNGlCu3btAIiOjmbnzp306NHD8nx2djYtWrRgzpw5fPfdd2RkZLBmzRobRWufjHlmrhxPp1HnGqXeW7K8JDcJIaxJeqhEuSxatMjWIVRJv6ZksyIqiYEBnrzdKgjNP37ZiLBRXEKIgi5cuMDUqVOZM2cODRo0sDzu4eHBRx99ZPn6scceY968ecycObNU5y/vBscREfb7aZF80YRBb8bsm0xERJrlcWvEPHz48Aq9lj1/n4sjMVuHxGwd9h6zFFSiXOrWrWvrEKqcmFwDM07H0djDmeXNaxcqpoQQ9iEiIoIZM2Ywb948Bg4cWOC569evc+jQIUaNGgXkD+HVakufUlu3bl3mYYIRERF07NixTK+1hr0Rl9E4xdF7REecXPNX+LP3mIsiMVuHxGwdEnPZ6PX6294Ak4JKlMvhw4cB6NKli40jqXw5JjMfX00lRmcg16SQazajMynozQoN3Jxo7+NKBx83mng4F1sk6U1mnoq8jtEM77Wpg4dWRt0KYY/i4uJ4+umnWblyJV27di30vKurK2+88QZ33XUXwcHBfPnllwUWrBD586fqt/WxFFPWVJ1ykxDC9qSgEuXy8ccfA46ftI5n5DLrzA0u5xgIctHiqlHhplbjqlahVavYm5zFhhsZAHhq1IR5u3J/TQ8GBHhS19XJcp5/n0/gVKaeD9rUIdTd2VbNEULcwSeffIJer2fZsmWWx8aOHcu+ffuYMWMGbdq0YcmSJUybNg2DwUCHDh149NFHbRixfUm4nE1KTC4dBtW2yfWrS24SQtgHKahEubz88su2DqFSGc0Ka66ksDo6mUBnLevaB9O1hnuh4xRF4UqugT/SdRzLyOVIWi5LLyay9GIiYd6uDPD3RAHWx2XwVIgfff09rd8YIUSJLViwgAULFhR6/KGHHrL8vV+/fvTr18+aYVUZx3feQOOkolVPf5tc39FzkxDCvkhBJcolMNC6mzVWhAyjiXi9kWyTmVyTQrbJTI7RjEatwkOj/us/FXqzwuILiZzI0DE00IslTQPwdip66IpKpaKBuzMN3J0ZEZS/yWd0Th67E7PYlZDJsktJANzn586s0JpWa6sQQlhbXq6JyL2JtOheCzdvpzu/oBJUxdwkhKi6pKAS5XLo0CEAunXrVu5zmRSF9dfTiUjXWeYn5ZrM5JoVzIqCs1qNi1qFi1qFs1qFCjD/9Tqzkv+nc64LwxIy6VrDnRq3FD9ZRjM/JmWxLT6TX1KyMSoli8lHq+Y/rYIYFOhV6vY0cHfmyRA/ngzxIybXwKHUHPr7e8oiFEIIh3bmp0Tyck20HxhksxgqMjcJIcSdSEElyuWzzz4Dyp+0fk/NYfGFBM5l5RHorMFLq8FNo8JVrcZbq0YF5JkVdGYz6cb8hSAUBTQqUKtU+X8CF/Kc+DEyDhXQysuFrjXcidUZ2JeUjc6sUMdFy2P1atDGyxV3jQr3v3qk3DVqjIpCjsmc32P1VzF3dw13Al3K/zYJdnPiQTefcp9HCCHsmaIo/LHjBgGhHtRpbruhzRWVm4QQoiSkoBLl8tprr5Xr9bE6A69dTGRHQhZ1XLS82zqIAf6eZd4E8n9HI3Bq0pJfU3I4mJrDZ9dS8dZqGBXkzZBAbzr6uKKWHiIhhKgU189lkRCVTb9nGll9M99blTc3CSFEaUhBVUIGs8Kqy8nE6AwFHlcUSMx2xfNkLAazgkFRyDODsxpc/xqi5qbJXw1OXURuyTPn97bozAo6k5k8s4JGlT+kzVmtwkmlQqsGo5m/zp1/DbMCNZ01+DtrqOWsxd9Zi4+TmiyjmVSDiXSDiVSjmUyjCfMtw9tuHemmuvmfClJyXPE/cwOV6tbHVZgVBeWvdprB8rVZATP5cSiAOTYWk+W4/KtoVCq0f/UeOf2VWE0KGBXF8t/vqbkowHMNa/JE/Rq4acq3jLhWBR183Ojg48aMhjXRm8z5cRT1zRdCCFGhju28gbObhpb317JpHDVrylxVIYT1SEFVAoqiMPdcPJtuZNDArfAEW6NZjbfOiNPNAkgFerNCusGYXyj9NR/Icr5bXuusVuH617yg/LlBanRmM2lGBYNZIU/J/1Oryn/+5jUAYjMMJOYZyTYVPSHIW6vGS6tGg8pSKBVoF/xVECnojRqcUnPyiyf+Lpw0KpWlwFKrQEV+gaRSgRoV6cf/B0CtDnehvvncX+f/u3j6e56TVg3avwotrQrCA7yY2bAmwUV8XyuCSzkLNCGEECWTm2ng3M9JtOkTgIu7bX+9+PnnnwHo3r27TeMQQlQPUlCVwBtRSWy6kcHMhjWZ0bDwXa/8HZxb2CCyfNlGM4l5RtKNZry0any1Gnyc1KVa/CC/Dc1Lfe0nPn0VgA+fHFPq1wohhHAcp35MwJhnpv1A2+w9dasvvvgCkIJKCGEdUlDdwX+vpfLelVQeruPDMw38bB1OkTy0ajy0ttkk9vXXX7fJdYUQQtgPRVE4tvMGwS29CGjoYetwJDcJIaxKCqrb2B6fycsXEulby4MlzQJsOsHWXvn6+to6BCGEEJVIn23k4uFUFKX4/SYy4vWkxuq45+F6VoyseJKbhBDWJAUVkGMyk5RnLPDYn1l5PH/mBh193Hi7VZDsHVSMffv2AdCrVy8bRyKEEKKiKYrCxpfPcfVE+h2P9ajhRPN7bbsYxU2Sm4QQ1iQFFTDuWAzHM3SFHm/q4czHbevgKgsbFOvrr78GJGkJIYQjOrM/iasn0un5eAOadrv9sHc3Hye0zvaRLyU3CSGsSQoqYGmzQM5m6Qs8plbB/TU98HHS2CiqquGtt96ydQhCCCEqgS7byL6PLlO7iSedh9dBrak6IzUkNwkhrEkKKqCllwstvVxsHUaV5OnpaesQhBCi2ok+lsaB5ToOqg///aAK6rf1psOgIOq19i73vN9f114lO83AqJdaVKliCiQ3CSGsSwoqUS4//PADAH379rVxJEIIUX341nYlsJWGWrdsYGvQm7nwezLnfk7Gv4E7HQbVplWvAJzdSj/SIv5SFhHb4mgfXpugpl4VGbpVSG4SQliTFFSiXDZs2ABI0hJCCGvyDXKl+SAnOnZsVOBxgy6UMweSiNgax/fvRPHz/12l5+QGtHmg5CvVKmaFH96Nws3LiR6PhFRG+JVOcpMQwpqkoBLlsnr1aluHIIQQ4i9OrhrC+gXStm8AsWcz+emTaHa+dZHIPQn0e6YRNYPd73iOkz8mEHs2k/BZjXH1qpq/JkhuEkJYU9X8pBR2w9XV1dYhCCGE+AeVSkVwS2/Gv9GGE7vj+enTaD6ddpy7xwRTo44rSVdy/vovl8wkPajyX4MKTAYzwS29aNM7wNbNKDPJTUIIa5KCSpTLzp07AQgPD7dxJEIIIf5JpVbRLrw2je/2Y++Hlzn45TUA1BoVfsFu1G7qQbN7a6JSgaLk7zul0appP7A2KnXVWojiVpKbhBDWJAWVKJfNmzcDkrSEEMKeefo5M3RuM+5+MDi/mKrjisbJPvaMqgySm4QQ1iQFlSiXNWvW2DoEIYQQJRQY6mHrEKxCcpMQwprs6vbUtm3bCA8Pp0+fPnz55Ze2DkeUgFarRauVulwI4XjulJPOnj3LyJEj6devH/Pnz8doNNogSlEUyU1CCGuym4IqPj6elStXsm7dOrZs2cI333zDxYsXbR2WuINt27axbds2W4chhBAVqiQ56YUXXmDhwoV8//33KIrC+vXrbRSt+CfJTUIIa7KbgurQoUPcfffd+Pr64u7uTr9+/di9e7etwxJ3IElLCOGI7pSTYmNj0el0tGvXDoARI0ZIzrIjkpuEENZkN/3hCQkJ+Pv7W74OCAjg5MmTJX59ZGRkZYRVYhERETa9fkUoSxumTp1a5tdWFnuKpTwcoR2O0AZwjHY4Qhus6U456Z/P+/v7Ex8fX+rrlDd3VcWfqzVirujcJN9n65CYrUNirnh2U1ApilLosZLu6g7QunVrXFxcKjKkEouIiKBjx442uXZFcYQ2gLTDnjhCG8Ax2mFvbdDr9Ta/CXYnd8pJ5c1ZN5Und9nbz7UkJGbrkJitQ2K2DnuI+U55y26G/AUGBpKUlGT5OiEhgYCAqrupoBBCiKrrTjnpn88nJiZKzhJCiGrKbgqqbt268dtvv5GSkkJubi4//PAD3bt3t3VYQgghqqE75aS6devi4uJiGYayefNmyVlCCFFN2c2Qv8DAQGbOnMnEiRMxGAyMGjWKtm3b2josIYQQ1VBxOWnKlCnMmDGDNm3asGLFChYsWEB2djYtW7Zk4sSJtg5bCCGEDdhNQQUwePBgBg8ebOswhBBCiCJz0kcffWT5e/PmzdmwYYO1wxJCCGFn7KqgKoubE4Pz8vJsGoder7fp9SuCI7QBpB32xBHaAI7RDntqw83P66IWdqguKip32dPPtaQkZuuQmK1DYrYOW8d8p7ylUqp4RsvMzOT8+fO2DkMIIUQpNW3aFC8vL1uHYROSu4QQouopLm9V+YLKbDaTnZ2Nk5NTmZasFUIIYV2KomAwGPDw8ECttpu1kaxKcpcQQlQdd8pbVb6gEkIIIYQQQghbqZ63BoUQQgghhBCiAkhBJYQQQgghhBBlJAWVEEIIIYQQQpSRFFRCCCGEEEIIUUZSUAkhhBBCCCFEGUlBJYQQQgghhBBlJAWVEEIIIYQQQpSRFFS3kZWVxaBBg4iJiQFg06ZNhIeHM3jwYF555RWMRiMAmzdv5t5772Xo0KEMHTqUlStXAnD9+nXGjRtH//79mTZtGtnZ2XbbhoSEBJ544gmGDRvG2LFjLcdnZGTwxBNPMGDAAMaNG0diYqLV21DSdiQnJ1t+BkOHDqVXr160b9/ebtpR0p9FTEwM48aNY+jQoUyYMIHY2FgA8vLyeOGFFxgwYADDhw/n0qVLVm9Dadpx8uRJRo4cyeDBg5k6darle24P7XjnnXcYOHAgAwcO5PXXXwfg0KFDDB48mL59+1rewwBnz55l5MiR9OvXj/nz51vaZ+v3d2nacNOcOXPYtGmT5Wtbt0EUraTvsZvOnDlD69atLV/b4j1WFfNlVcyPVTEXVsXcV9XyXFXMaQ6XwxRRpOPHjyuDBg1SWrVqpVy7dk25dOmSct999ynx8fGKoijKokWLlE8//VRRFEVZsmSJsm3btkLneOKJJ5Tt27criqIo77zzjvL6669brwFK6drwyCOPKOvWrVMURVHWrVunPPvss4qiKMrixYuVDz74QFEURfnuu+8sj9trO24ymUzK+PHjla1btyqKYvt2lKYN//rXv5Qvv/xSURRF+b//+z/l+eefVxRFUT7++GNl4cKFiqIoyuHDh5VRo0ZZtQ2laYfZbFZ69Oih/Pbbb4qiKMqOHTuUqVOn2kU7Dh48qIwZM0bR6/VKXl6eMnHiRGXbtm1Kjx49lKtXryoGg0F57LHHlP379yuKoigDBw5Ujh07piiKorz44ouWn40t39+lbcONGzeUqVOnKm3btlU2btxoOY+tP6NEYaX9vMvJyVHGjBmjNG3a1PKYtd9jVTFfVsX8WBVzYVXMfVUtz1XFnOaIOUx6qIqxfv16Fi1aREBAAAB//vkn7dq1s3zds2dP9uzZA8CpU6fYvHkzQ4YM4V//+hfp6ekYDAaOHDlCv379ABgxYgS7d++2yzakpKRw7tw5xo4dC8DIkSN57rnnANi/fz+DBw8GYNCgQfz8888YDAa7bMetNm7ciJubmyV2W7ejNG0wm81kZWUBkJubi6urq6UNQ4YMAaBz586kpqZy/fp1q7WhNO1ITU1Fp9Nx9913Wx7/9ddfycvLs3k7/P39mTt3Ls7Ozjg5OdGoUSOio6MJCQmhXr16aLVaBg8ezO7du4mNjUWn09GuXTvg7/exrd/fpWkDwLZt2+jduzcDBgywnMPWbRBFK+3n3bJly5g0aVKBc1j7PVYV82VVzI9VMRdWxdxX1fJcVcxpjpjDpKAqxtKlS+nUqZPl6+bNm3PixAni4uIwmUzs3r2bpKQkIP8fxjPPPMOWLVsICgpiyZIlpKam4unpiVartRwTHx9vl224du0aderU4dVXX2XIkCHMmDEDJycnIH+og7+/PwBarRZPT09SUlLssh03mUwm3nvvPZ5//nnLY7ZuR2na8Oyzz/LZZ59x33338emnnzJlypRCbYD8f1M3btywWhtK044aNWrg7u7Or7/+CsCOHTswGAykpqbavB1NmjSxJJPo6Gh27tyJSqUqEFNAQADx8fFFxhofH2/z93dp2gAwefJkRo8eXeActm6DKFppPiv27t2LTqejf//+Bc5h7fdYVcyXVTE/VsVcWBVzX1XLc1UxpzliDpOCqoQaNmzI888/z7Rp0xg3bhzNmjWzfKi+++67hIWFoVKpmDx5Mj///DOKohQ6h0qlsnbYBRTXBqPRyJkzZ+jWrRtbt26ld+/ezJ07t9jzqNW2/Wdzu58FwC+//ELDhg1p1qzZbc9jy3bcrg1z5sxhyZIl/PLLLyxevJjp06cX+e8J7PdnoVKpWL16NR988AHDhg0jMzMTX1/fAj+nW9miHRcuXOCxxx5jzpw51K9fv9DzKpWq2Pexvby/S9KG4thLG8TtFfceS0xM5L333mPhwoUlOo8132NVMV9WxfxYFXNhVcx9VSXPVcWc5kg5TAqqEtLr9bRt25bNmzfz9ddfU6dOHerVq0dmZiafffaZ5ThFUdBqtfj5+ZGVlYXJZAIgMTHR0l1sK8W1wd/fHw8PD3r27AnkDwM4efIkkH+H4ObdI6PRSFZWFr6+vrZqAlB8O27as2cP4eHhBV5jb+0org0pKSlERUXxwAMPANCvXz8SExNJTU0lICCgwARie/43Bfl3P9euXcvmzZsZPnw4ZrMZX19fu2hHREQEkyZN4vnnn2f48OEEBgYWuLObkJBAQEBAocdvxmoP7++StqE49tAGcWfFvcf2799PWlqaZRI/wNChQ8nKyrL5e6wq5suqmB+rYi6sirmvKuS5qpjTHC2HSUFVQjk5OTzyyCNkZWWRl5fH2rVrCQ8Px93dnY8//pgTJ04A8MUXX9CnTx+cnJzo1KkTO3fuBPJXNurevbstm1BsG+rXr09gYCAHDhwA4KeffqJVq1YA9OjRg82bNwOwc+dOOnXqVOzdF2sprh03HT9+vEB3PdhfO4prQ40aNXBxceHo0aNA/geOh4cHfn5+9OjRgy1btgBw9OhRXFxcqFOnjs3aALf/WcybN8/yi8enn35K//79UavVNm9HXFwcTz/9NCtWrGDgwIEAhIWFcfnyZa5cuYLJZGL79u10796dunXr4uLiQkREBPD3+9jW7+/StKE4tm6DKJni3mOjR49mz549bNmyxfJ+2rJlC56enjZ/j1XFfFkV82NVzIVVMffZe56rijnNIXOYbdbCqDp69uypXLt2TVEURVm/fr0SHh6u9O3bV1m9erXlmCNHjijDhg1T+vfvrzz55JNKRkaGoiiKEhMTo4wfP14ZMGCA8thjjylpaWl224ZLly4p48ePVwYOHKiMGTNGuXz5sqIoipKamqpMnTpVCQ8PV8aMGWM5jy2UpB2Koiht27ZVdDpdgcfspR0lacOJEyeUUaNGKYMGDVLGjBmjnD59WlEURdHpdMrs2bOV8PBwZdiwYUpkZKRN2qAoJW/HsGHDlH79+ikzZsxQMjMzFUWxfTtefvllpV27dsqQIUMs/61bt045dOiQMnjwYKVv377K0qVLFbPZrCiKopw9e1YZOXKk0r9/f2XWrFmKXq9XFMW27+/StuGmOXPmFFghyV4+o0RhJf28u+nWVf5s9R6rivmyKubHqpgLq2Luqyp5rirmNEfMYSpFKWaAqhBCCCGEEEKI25Ihf0IIIYQQQghRRlJQCSGEEEIIIUQZSUElhBBCCCGEEGUkBZUQQgghhBBClJEUVEIIIYQQQghRRlJQCSGEEEIIIUQZSUElhBBCCCGEEGWktXUAQlQ3CxYswM/Pj1mzZgGwdetWvv/+e0aOHMl7772HwWDA1dWVOXPm0L59e5KSkvj3v/9NcnIyiYmJ1K1bl1WrVlGzZk169epF27Zt+fPPP5k1axZ9+vSxceuEEEI4GslbQtye9FAJYWXjxo1j06ZNGI1GAL755hvuu+8+Vq5cyYcffsjmzZt5+eWXeeaZZ8jJyWHHjh20a9eOb775hr179+Lq6sqWLVss52vSpAm7du2SpCSEEKJSSN4S4vakh0oIK2vRogXBwcHs37+fhg0bkpCQgMlkIiEhgUmTJlmOU6lUXL16lUceeYSjR4/y3//+l+joaC5cuEBYWJjluE6dOtmgFUIIIaoLyVtC3J4UVELYwLhx49i4cSMNGjTgwQcfxGw207VrV1atWmU5Ji4ujoCAAN544w1OnjzJyJEjueuuuzAajSiKYjnO3d3dBi0QQghRnUjeEqJ4MuRPCBvo168fZ8+e5YcffmDkyJHcfffdHDx4kEuXLgFw4MABhgwZgl6v59dff+WRRx5h2LBh1KxZk0OHDmEymWzcAiGEENWJ5C0hiic9VELYgLOzM/369SMpKQk/Pz/8/PxYsmQJs2bNQlEUtFot7733Hu7u7jz99NO8/vrrrFmzBo1GQ4cOHbh69aqtmyCEEKIakbwlRPFUyq19sEIIq8jJyWH8+PEsWrSowLhyIYQQwh5J3hKieDLkTwgr++WXX7j//vu56667JCkJIYSwe5K3hLg96aESQgghhBBCiDKSHiohhBBCCCGEKCMpqIQQQgghhBCijKSgEkIIIYQQQogykoJKCCGEEEIIIcpICiohhBBCCCGEKCMpqIQQQgghhBCijKSgEkIIIYQQQogykoJKCCGEEEIIIcpICiohhBBCCCGEKCMpqIQQQgghhBCijKSgEkIIIYQQQogykoJKCCGEEEIIIcpICiohKkFMTAzNmjXj22+/LfD4J598wty5c3n77bfZvHlzhV2vos8nhBCi6jp+/DgTJkxg8ODBDBo0iMmTJ3PhwoVynfPbb7/lyy+/BOA///kPS5YsKfFrR4wYQXh4OIqiFHj8vffe4/777+fFF18s9Jr58+dz6NChcsUshLVobR2AEI5KrVazfPlyOnXqRMOGDQs89+yzz1botSr6fEIIIaqmvLw8pk6dyqeffkqrVq0A2LJlC1OmTGHv3r1oNJoynTciIoImTZqU+nUnT54kLy8PJycnfvnlF7p37255bsOGDaxYsYJOnToVet3SpUvLFKcQtiAFlRCVxNXVlUcffZTnn3+er7/+GmdnZ8tzc+fOpUmTJjz++OMcOHCAFStWoFaradGiBYcOHWLdunUEBwfz7bff8tVXX2E2m/H19WXhwoU0atSIuXPnkpaWxrVr17j//vtJTk62nG/Dhg188803GAwG0tPTmTJlCg8//LANvxNCCCGsJTc3l8zMTHJyciyPDRkyBE9PT0wmExqNhm+++Ya1a9eiVqupVasWCxcupGHDhgVyE/ydq+rXr8++ffs4ePAgrq6uAERFRTFhwgQSExOpVasWb731FgEBAYXiWbduHffffz81atTg888/txRUzz33HPHx8cyfP59nn32Wr776Ch8fH6KionjooYf44YcfGDduHP379+enn35i1apVmM1m3N3dWbx4Mc2bN+f9999nz5496PV6cnNzmTNnDn369LHCd1mIgmTInxCVaNq0abi5ubFy5coin09NTWX27Nm88cYbbNmyhbvuuov4+HgADh8+zObNm/nyyy/ZvHkzkydP5plnnrG8VqfTsWPHDl544QXLY9nZ2Xz77bd8+OGHbN68mZUrV/LGG29UbiOFEELYDR8fH1544QUmT55M7969eeGFF9i4cSPdunXD2dmZ3377jY8//pj/+7//Y+vWrQwaNIinn3660HC8W/Xp04devXoxadIkxo0bB8C1a9d4++232b17N97e3oWGuAOkpaWxc+dOhgwZwuDBg/n999+5ePEiAKtWrSIgIIAVK1YQHh4OgLe3Nzt37mTChAmWcyQlJfHCCy+wbNkytm3bxuOPP86KFSuIjY3l0KFDfPHFF2zbto2ZM2eyevXqivxWClFi0kMlRCVSq9W88cYbDB8+nHvvvbfQ80ePHqVRo0Y0b94cgOHDh/PKK68AsH//fq5cucLYsWMtx6enp5OWlgZAx44dC53Pw8OD999/nwMHDhAdHc25c+cK3KUUQgjh+B599FFGjx7NkSNHOHLkCB999BEfffQRGzZs4JdffiE8PBw/Pz8gf37T0qVLiYmJKdU17rnnHss5mjdvTkpKSqFjNm3aROPGjWnatCkA3bp14/PPP+fll18u8pxFDf37448/aNKkCS1atACgb9++9O3bF4Dly5ezbds2rly5wokTJ8jOzi5VG4SoKNJDJUQlq1OnDi+99BJz5swhNTW1wHMajabQXUG1Ov9taTabGTp0KFu2bGHLli189913bNy4ER8fHwDc3d0LXevGjRsMGzaM2NhYOnbsyHPPPVc5jRJCCGGXIiIi+Pjjj/H09KRnz57Mnj2bHTt2oFarOXjwYJE9UYqiYDQaUalUBZ43GAzFXker/fue/D9fd/OcX3/9NbGxsfTq1YtevXoRGRnJ1q1bC+XCm4rKaxqNBpVKVeC8586d4/Tp04wdO5asrCzuueceJk+eXPw3RYhKJgWVEFYwYMAAunfvzueff17g8Q4dOlh6kgC+//57MjIyUKlU3HPPPezYsYOEhAQAvvrqKx555JHbXicyMhI/Pz+eeuop7rvvPn766ScATCZTJbRKCCGEvfHz8+O9997j6NGjlscSExPJzc2ladOm3HvvvezcudPSo7Rx40Z8fX0JCQmhRo0aREZGApCSklLgHBqNBqPRWOI4Dh48SHJyMnv27GHfvn3s27ePX375BX9/f77++usSnycsLIxLly5ZVincu3cvL7zwAkeOHKF169Y8+uijdOnShb1790quEzYjQ/6EsJIFCxYQERFR4DFfX1/eeust5syZg1qtpnXr1mi1Wtzc3LjvvvuYMmUKjz32GCqVCk9PT955550Cd+r+6Z577mHDhg30798fNzc32rZti5+fH1euXCE0NLSymyiEEMLGGjZsyLvvvsvKlSu5ceMGLi4ueHl5sWTJEkJDQwkNDWXSpEk88sgjmM1m/Pz8+OCDD1Cr1UyYMIF//etf9OvXj+DgYLp06WI5b/fu3YsdqleUr776igcffBAvLy/LY1qtlqlTp7J69eoS9yjVqlWLFStWMGfOHEwmE56enqxcuRJfX19++OEHwsPDcXJyomvXrqSnp5OVlYWnp2fJv2FCVACVcrtZiEKISpWVlcWaNWt45plncHNz4/Tp00ydOpVffvnltoWTEEIIIYSwD9JDJYQNeXp64uTkxKhRo9BqtWi1WlatWiXFlBBCCCFEFSE9VEIIIYQQQghRRrIohRBCCCGEEEKUUZUf8mc2m8nOzsbJyUmGSQkhRBWgKAoGgwEPDw/LNgG2lpWVxdixY3n//fcJDg7mm2++Ye3atahUKlq3bs3ixYtxdnYu8JrNmzezYsUKatasCcD999/PzJkzS3Q9yV1CCFF13ClvVfmCKjs7m/Pnz9s6DCGEEKXUtGnTAiuA2cqJEydYsGAB0dHRAFy+fJlPPvmETZs24eHhwdy5c1m3bh2TJk0q8LpTp04xd+5cBg0aVOprSu4SQoiqp7i8VeULKicnJyC/gf+8e1jVREZG0rp1a1uHUSkcuW3g2O1z5LaBY7fPXtuWl5fH+fPnLZ/ftrZ+/XoWLVrE7NmzAXB2duall16yLL3ctGlTrl+/Xuh1p06d4sqVK3z44Yc0bdqUhQsXWjbevpOKyF32+vOtDNJWxyRtdTyO2s475a0qX1DdHCrh7OyMi4uLjaMpP0doQ3EcuW3g2O1z5LaBY7fPnttmL0Pdli5dWuDrunXrUrduXSB/c9Mvv/yS1157rdDr/P39eeKJJ2jbti1vvfUWS5Ys4c033yzRNSsqd9nzz7eiSVsdk7TV8ThyO4vLW1W+oBJCCCEqQ3x8PJMnT2bkyJHcddddhZ5/9913LX+fPHkyDzzwQKmvERkZWa4Y/7lZuCOTtjomaavjqS7tvJUUVEIIIcQ/XLp0iSlTpjB+/Hgee+yxQs9nZmayceNGy7wqRVHQakufUlu3bl3mu7kRERF07NixTK+taqStjkna6ngctZ16vf62N8DsY3klIYQQViFbD95ZVlYWjz/+OM8++2yRxRSAu7s7H3/8MSdOnADgiy++oE+fPtYMUwghhJ2QHiohhKgmjpmu8WzuRtppghnn1IkumhC7mcdkTzZs2EBSUhKffvopn376KQC9evXi2WefZf78+fTq1YvevXuzatUqXnrpJXQ6HQ0aNOD111+3ceSiqjMYDKjVas6ePWvrUKxCq9XaZVtdXV0JDg62m4VzqqKfUn9l8tlnOd7lAF5aT1uHU+mkoBJCiGrgsjmZWbnf4a1y5Zw5nqd062ms9mecUyf6a1vgrJJ0sG/fPgAmTZpUaIn0m25dwKJTp05899131ghNVBMxMTEEBARQp06danGzIzs7Gw8PD1uHUYCiKCQnJxMTE0PDhg1tHU6VdSLzNDH6OK7qYmjl2dzW4VQ6yaB24p133uHq1asOOe5UCGFbieZMpud+i5NKwwduY6ml8uR741m+MBxhsX4X7+T9zP2aJrioNKhRo0GFGjVq8n+hM6NgRkH568+m6gAGOrWycauELbzzzjsATJ8+3caROCadToe/v3+1KKbslUqlombNmiQmJto6lCotw5QBQJIhxcaRWIcUVHYiPT2drKwsW4chhHAwWYqeZ3UbSVdy+cjtIeqqfQEY4tSGwdrW/M90hXWGo3xvPIsZM2bAjBkTCmbMqFGhQlXgz/aaYCmoqqn09HRbh+DwpJiyPfkZlF+6MROAZCmoKkZWVhZjx47l/fffJzg4mBdffJGIiAjc3NyA/Ltcffr04dChQ7z22mvo9XoGDBjAzJkzKzs0uzJ//vxqucykEKLyGDEzW7eFi+ZEVrmOpIWmdoHnVSoVd2sbcLe2gW0CFFXO/PnzbR2CEKIKSDdWrx6qSl3l78SJEzz00ENER0dbHouMjOSLL75gy5YtbNmyhT59+qDT6Zg3bx5r1qxh586dREZGcuDAgcoMTQghHJqiKKytfZb/maJZ4NKfbtpQW4ckhKhidu/ezYgRIxgyZAiDBw/m448/LvO59u3bx3//+18A/vOf//Cf//znjq8xGo3ce++9vPzyywUev379Ov3792fEiBGFRvfMnz+fU6dOlTlOUTFuFlTVpYeqUguq9evXs2jRIgICAgDIycnh+vXrLFy4kMGDB7N69WrMZjMnT54kJCSEevXqodVqGTx4MLt3767M0OzOqlWrWLduna3DEEJUUVmKnlOm62w1nGK1/gDTdN/wm88NpjrfwxCnNrYOTziIVatWsWrVKluHIawgPj6e5cuX88knn7B161a+/vprdu7cyd69e8t0vtOnT5d6asPPP/9MmzZt2LVrF7m5uZbHDx8+TKtWrdi0aROengVXkFu6dClt2shnnq1l/DXkr7r0UFXqkL9bV0MCSE5O5u6772bJkiW4u7szdepUNmzYgLu7O/7+/pbjAgICiI+Pr8zQ7I5erycvL8/WYQghqpg4cwbTc9cTrfydtLSoCVH7MSipIVNCutkwOuFo9Hq9rUOoNr648S2fx31dKed+JGgs42uPvu0xqampGAwGdDodAB4eHixbtsyyEfXx48dZunQper2eGjVqsGTJEkJCQpgwYQLTp0/nrrvuIiYmhokTJ/Lhhx/y9df5balTpw4AJ0+eZNKkSSQlJTFixAieeeaZQjFs2rSJPn36oCgKO3bsYNSoUZw9e5ZVq1aRk5PDv//9b/z9/Tl+/DhxcXGMGzeO3bt3M336dLp06cKKFSvYs2cPGo2GMWPG8Mgjj3D48GFWrlyJTqcjPT2dF154gQEDBlTkt1cAacb8+ZbVpYfKqotS1KtXj3fffdfy9YQJE9i8eTP9+/cvdGxpJwTebvfiquCBBx4AcOh5VI7cNnDs9jly26Bqt29TrYtc9UtlWFIj6uR5EKT3oJbBFc1fAxD+SP7DxhEKRzJnzhxbhyCspHnz5vTu3ZsHHniAFi1acNdddzF48GBCQkLIy8tj1qxZrFq1irZt27Jr1y5mzZrFxo0bizxX48aNGTt2LAAjR47kP//5D8nJyXzyyScoikKvXr149NFHC/Q2paSkcPDgQZYuXYpGo2Ht2rWMGjWKFi1aMGPGDA4fPsySJUv4z3/+Q15eHjt37gSwjHDavXs3f/zxB9u2bcNgMPDwww8THh7OF198wSuvvEKjRo347bffePXVV6WgqgTp0kNVef7880+io6Pp168fkD/GX6vVEhgYSFJSkuW4hIQEyzDBkmrdurXlrklVFRER4bDLpjty28Cx2+fIbYOq3T6DYuLFnN+5T92IhQ1HFHreXtum1+ur/E0wISrb+Nqj79iLVNkWL17MU089xa+//sqvv/7Kgw8+yIoVK2jQoAHe3t60bdsWgAEDBvDvf/+bzMzMEp/7vvvuw9nZGQ8PD2rUqEF6enqBgmrr1q3cfffd+Pj40Lt3bxYuXMiZM2do2bJloXPdjONWR44cYcCAATg7O+Ps7MyWLVsAeOONN/jpp5/YvXs3J06cIDs7u7TfFlECMoeqEimKwquvvkp6ejoGg4FvvvmGPn36EBYWxuXLl7ly5Qomk4nt27fTvXt3a4Zmc2+++SZffPGFrcMQQlQhv5gukaxkM9wpzNahiGrizTff5M0337R1GMIK9u/fz86dOwkMDGTkyJGsXLmSBQsWsGHDBsxmc6HjFUXBZDJZ/g75i0oUR6v9+56+SqWyvOamTZs2cezYMXr16sWQIUNQq9WWYYP/5OrqetvzQ/6myTk5OTz88MOcPHmS1q1b8+STTxYbnyg7RVFIN0lBVWmaN2/OE088wUMPPcTAgQNp0aIFgwYNwsXFhWXLlvHMM88QHh5OaGhokcMAhRBC/G2T4QSBKi+6aRraOhQhhINxdXXlzTffJCYmBsj/JfnixYu0aNGC0NBQ0tLSOHnyJAA7d+6kTp06+Pr6UqNGDS5evAjAnj17LOfTaDS3LbBudfr0aW7cuMH+/fvZt28f+/bt44MPPmDbtm0lXtiic+fO/PjjjxgMBnJzc5k8eTIXL14kOjqaZ599lh49enDw4EFLESgqTo45F5NiQo2axLxkW4djFVYZ8rdv3z7L38eNG8e4ceMKHdO1a1e2bt1qjXDs0vPPP1+l53EIIazrujmd302XmezUDY3KqvfGRDX2/PPP2zoEYSV3330306dP58knn8RgMAD5w/SefvppnJ2dWblyJS+//DK5ubn4+PiwcuVKACZPnszcuXPZuHEjvXv3tpyvc+fOzJkzh1q1at3x2ps2bWLEiBEFep7uuusuGjZsyLZt20o0xaNPnz5ERkYyYsQIzGYzEydOpG3btowePZqBAwfi6elJu3bt0Ol05OTk4O7uXtpvkSjGzQUp6rnW5YruGjmmHNw1jv39teocKiGEEBVjiyH/zvBQWRJdCFFJhg8fzvDhw4t8rn379nz77beFHm/btq1lgQiA6dOnA/kF1a032AHL/KV/Pr5w4cIir7lp0ybL30eMyJ83+s/VAdeuXWv5+8yZM5k5c2aB5+fOncvcuXMtX7/00ktFXkuU3c0l00PdQriiu0ayIdXhCyq5rWknli9fzmeffWbrMIQQVYBRMbPVeIqumoYEqX1sHY6oRpYvX87y5cttHYYQwo7dXJAi1K0BUD3mUUlBZSdcXFxwdna2dRhCiCrgkCmKBCVLFqMQVufi4lLlV9QVQlSutL8KqkZ/FVTVYel0GfJnJ5577jmZQyWEKJHNhpPUVHlwn6aRrUMR1cxzzz1n6xAc3j9XuxPWJz+D8sn4q6Bq7Ja/YJL0UAkhhCiWoijoFINVr5lgzuQX0yUGa1vjpNJY9dpCiMrl6upKenq6/EJvQ4qikJycXORS7KJk0m+ZQwX20UP1Q/J+y9yuyiA9VHZi6dKlxMbG2uUmnEKIon2Qd5DPDP/jMee7ecTpLlxUlf+RutV4CjMKw5wKb2QpRGVbunQpAPPnz7dxJI4pODiYyMhIMjIybB2KVeTl5dnldAdXV1eCg4NtHUaVlf7XKn8hrvVQo7Z5D9VVXQyDTz7M/7V8lzGBRS+yUl5SUNkJHx8f0tPTbR2GEKKETpvi+MTwG0Eqbz7IO8guwxnmuvThLm2DSrumWVHYYjhFZ0196qlrVNp1hCiOj48sglKZnJycMJvNtGjRwtahWEVERARhYTIX1NGkGzPRqDR4aTzxc/K1eQ/VhZwoAGo7B1baNWTIn52YPn06Y8aMsXUYQogSyFOMvKTfSS2VB1+6P8K7rg+ioPCUbj3zddtIMpds48nS+p8pmutKOiO08gtIRcvKymLQoEGWTUwPHTrE4MGD6du3r2V/nX+6fv0648aNo3///kybNs2yBLQjmz59umUZbCGEKEqaMQNfrTcqlYqaTn4k5dm2oIrKvQL8PQSxMkhBJYQQpfRh3iGizMkscOmPl8qVu7UN+Mb9MZ5w6sZe43lG5nzC2rzD5Fbw/KrvDCfwwY37tU0q9LzV3YkTJ3jooYeIjo4GQKfTMW/ePNasWcPOnTuJjIzkwIEDhV63ePFiHn74YXbv3k3r1q1Zs2aNlSMXQgj7k2HKwFvjDUAtJz+bD/mLyo3GRe1CXZegSruGFFR2YvHixXz44Ye2DkMIcQenTXF8bvgfQ7RtuEcbanncRaVlqsu9fOP+KG00dViVt58hOR/8VVjllfu618yp/GS6wDCntjhbYa5WdbJ+/XoWLVpEQEAAACdPniQkJIR69eqh1WoZPHgwu3fvLvAag8HAkSNH6NevH5C/yeg/j3FEixcvZvHixbYOQwhhx9KNmfhovQDye6hsXVDprtDAtR5qVeWVPZKV7URgYCA6nc7WYQghbiNPMbJYv4taKg9mufQs8pgQtR/vuI3muCmGD/MOsSpvP58bDjPRqQujndrhpirbBOwvDUfRoOYhJ1m4pqLdXGjhpoSEBPz9/S1fBwQEEB8fX+CY1NRUPD090Wrz06i/v3+hYxxRYGDlzUEQQjiGdGM6vtr8+Za1nPw4knHMpvFcyom27IlVWaSgshNPPvmk7EMlhJ37KO8Ql8xJrHYdhZfq9kvqttMEs8btQU6YYvkw7yBv5+3no7yD1FX7EqDyIkDlSYDai0CVF/dpGuGn9ij2XKlKDlsNpxiobYW/2rOimyX+oaglq1UqVamPKYnIyMhSv+ZW1s4bnTt3tsl1bXVNW5G2Oqbq0tYbmQkEq4OIiIjAoMsjMS+Zo0ePlukzsrwUReFidhQtDI0r9fsvBZUQQpTAmWKG+t1JmKYu77o9yElTLLuMZ4g3ZxKvZHLWfIMUYw4AoeqafOn2SLFD+b7J+4M8jExw7lwhbRG3FxgYSFJSkuXrhIQEy3DAm/z8/MjKysJkMqHRaEhMTCx0TEm0bt0aFxeXMsUZERFRbbbakLY6Jmmr44mIiMDgZCCkRn06tuhIq6tHMF7aQNN2zfD+axigNcXnJZJ7UMfdIZ3pGFz2779er7/tDTApqOzEwoULiYuL4+OPP7Z1KEKIfzAqZl7S76LmbYb63UlbTV3aauoWeCxPMfKL6RKzdVv4JO83prncV+h1uUoe6w1/0EPThAbqmmW6tiidsLAwLl++zJUrVwgODmb79u2MHDmywDFOTk506tSJnTt3MnjwYDZv3kz37t1tFLH1LFy4EICXX37ZxpEIIexVmjEDH+3fi1JA/ua+tiioLuVcBiC0kof8yaIUdiIkJISgoMpbfUQIUXbfG89yyZzEv1x633GoX2k4q7T01jZjoLYV/zX8j/OmhELHbDGcIh0djzh3qbDrittzcXFh2bJlPPPMM4SHhxMaGkr//v2B/A1t9+7dC8CiRYtYv3494eHhHD16lOeee86GUVtHSEgIISGVt/SwEKJqMykmMk1ZBRalAGy20l+UrvKXTAfpobIbkydPrjZja4WoSoyKmY/zDtFMHUAvTdNKucbzLr343RTNYv0uPnebgPavlYiMipkvDEdopw4u1LslKt6+ffssf+/atStbt24tdMytC1jUrVuXtWvXWiU2ezF58mRbhyCEsGM55ALgc8uiFIDNVvqLyo1GjZoGrvUq9TrSQyWEELfxvfEsV5VUpjjfU2kTan1UbsxxeYBz5njWGg5bHv/ReI44JUN6p4QQQlQJWUr+BueWHirnvwqqvGSbxBOVe4V6rnVwUZdtrmpJSUFlJ+bNm8e7775r6zCEELe4tXfqfk3jSr1Wb20zemua8mHeQS6bk1EUhf8zHKahqib3ahpV6rWFKKl58+Yxb948W4chhLBTWUr+Yks+f23s6++UP/e3InqoPov7ik0J20v1mku50TR0bVDua9+JFFR2omnTptSvX9/WYQghbmGN3qlbzXZ5ADeceFm3m0Omy5w3JzDRuQtqGyw1K0RRmjZtStOmlTP0VQhR9WUpWQCWRSm8NJ44qZwqZA7V61fe4e1rH5TqNVG50ZU+fwpkDpXdmDRpksyhEsKOWLN36qZaak+ed+nNv/U7mK/bhr/Kk/7aFla5thAlMWnSJFuHIISwY5Yeqr8KKpVKRS0nv3IXVIqiEKuPI92YXuLXZBgzSTKkVPqmviA9VEIIUSRr907dFK5tyT2aUDLR87BTx2L3phJCCCHszc05VLcukV7Tya/cQ/5SjKnozDqSDCmkGUpWVEXlRgNIQVWdzJ49m7ffftvWYQghsE3v1E0qlYqFLv15wqkbo5zaW/XaQtzJ7NmzmT17tq3DEELYqSzyCyrfv1b5AyqkhypWH2f5+82l0O/k0l8FlQz5q0batGmDp6enrcMQQvB379QKl+FW7Z26yV/tyVSXe61+XSHupE2bNrYOQQhhx/4e8lewhyoy+2y5zhuj+7ugupgTRQevtnd8TZSloGpQrmuXhBRUdmLChAkyh0oIO2DL3ikh7N2ECRNsHYIQwo5lK9m4qV1xVjtbHqtZwT1UN3ue7iQq9woBTrXw0lZ+h4UM+RNCiL/kKgbW5P1ik7lTQgghRFWXqWRbFqS4qZZTDVIMaZgUU5nPG6uPQ6PSUNs5gIu5l0v0mktWWuEPpIfKbsyaNYv4+Hi+/PJLW4ciRLWjUwxsNBznM8P/SFFy6K1pJr1TQhRh1qxZALz11ls2jkQIYY+ylWy8nbwKPBboEoAZM/F5idRxqV2m88bqrxPkHECoWwMu5ZSsoIrKjeY+365lul5pSUFlJzp37kxUVJStwxCiWtErRvb6XuXFnN9JVrLpoglhqvM9tNME2zo0IexS586dbR2CEMKOZSk5BRakAGjomt9LFJV7pcwF1TX9deq61KGxW0O2J/1wx+PP51wiRh9HY7eGZbpeaUlBZSceeughmUMlhBWlKjlMzFnL9cB0Oqrrscx5CB009WwdlhB27aGHHrJ1CEIIO5alZFNHE1TgsZvD7qJyo7nX964ynTdWH0cbj5Y0cmtAgiGJDGNmgaXZb5VjymFs5BT8nHx5JGhsma5XWjKHSghRLb2n/5V4JYNnr7XjQ7eHpJgSQgghyimLwnOoQlyDUaMmKrdky53/081Nfeu6BNHorx6nS8XMo1IUhRnn53Em+08+a/Euwa51ynTN0pKCyk7MmDGDN954w9ZhCFEtnDcl8J3xBKOdOtAqp6atwxGiypgxYwYzZsywdRhCCDuVVcSiFM5qZ+q51rUsY15a6cYMsk051HUJorF7fkF1sZh5VJ/FfcXaG+uZ1+A5+ta8v0zXK4s7Dvl75513bvv89OnTKyyY6uy+++6TOVRCWIGiKKzQ78ULV6Y638MFTts6JFEBJFdZx3333WfrEIQQdixLySmwB9VNoW4hZe6hurlkerBrkGVPqaKWTjeajfzr4iLu972X+Q1mlelaZXXHgio1NRWAqKgoLl++zAMPPIBWq2Xv3r00a9as0gOsLkaPHi1zqISwgr2m80SYr/GiSx+8Va62DkdUEMlV1jF69GhbhyCEsFN6s5488gotSgHQyK0h3yVuL9N5Y/4qqOq6BOGhcaeOc+0ih/xdyI0iy5TNI0Fj0Kg0ZbpWWd2xoFq4cCEAEydOZNOmTfj5+QEwbdo0nnrqqTteICsri7Fjx/L+++8THBzMoUOHeO2119Dr9QwYMICZM2cCcPbsWRYsWEBWVhadOnVi8eLFaLWyZoYQouLoFAOr9D/RRO3PcG2YrcMRFai8uUoIIUT5pBszAYpcLCLULYRkQyrpxoxCQwLvJFZ/HcgvqAAauTUoci+qU1lnAGjj2aJU568IJZ5DlZiYaElQAN7e3iQnJ9/2NSdOnOChhx4iOjoaAJ1Ox7x581izZg07d+4kMjKSAwcOAPDCCy+wcOFCvv/+exRFYf369WVoTtX11FNPsWzZMluHIYRDW2s4QpySwQsuvdGoZAqpIypLrhIl99RTT0mBKoQoUroxA6DIgqnRX0P1yjKPKlYfhwoVQc6B+edyb1DkkL+TWWdwUjnRzN36+0iWuAuoWbNmvPjiiwwdOhRFUdiwYQNhYbe/w7t+/XoWLVrE7NmzATh58iQhISHUq5e/mtbgwYPZvXs3jRs3RqfT0a5dOwBGjBjB6tWrefjhh8vYrKqnT58+XLp0ydZhCOGwbpgz+G/e7zygbUZHTX1bhyMqSVlyVVG+/fZbvvjiC8vXMTExDB06lH//+9+Wx9555x02btyIt3f+Lw8PPvgg48aNK38j7FifPn1sHYIQwk5l/NVDVVRB9ffS6Vdo79W2VOeN1cdR2zkAJ7UTAI3dGhKfl1ho6fRTWWdp7t4EZ7VzWZtQZiUuqF555RVWr17N0qVLUalUdO/e/Y6TfJcuXVrg64SEBPz9/S1fBwQEEB8fX+hxf39/4uPjSxqaQxg+fLjMoRKiEq3Oy+8Nf9b5ftsGIipVWXJVUUaPHm2ZL3ThwgWefvrpQueJjIzkrbfeon379hUSe1UwfPhwW4cghLBTacZ0oOiC6u/NfaNLfd6Yv5ZMv+nm0ulRudG082pjeTwy+wzdfbuV+vwVocQFlaenJ/PmzQPg2rVr3LhxA1fX0k3oVhSl0GMqlarYx0sjMjKyVMfbK0cuqhy5beDY7avqbbvglsb39c8yMKkBcckXifvH81W9fbfjyG0rSkXkqn966aWXmDlzZoGhhJCfdz766COuXbtG586dmTNnDi4uLuW6lhBCVFWpxjQAfIsoqLy0ngQ41SrTSn+x+jiauIVavm50y0p/NwuqFEMqMfo4Wttg/hSUoqBat24dERERzJ8/n7Fjx+Lp6Unfvn15/vnnS3yxwMBAkpKSLF8nJCQQEBBQ6PHExEQCAgJKfF6A1q1bV+lE9sQTT5CUlMSmTZtsHUqliIiIoGPHjrYOo9I4cvscoW1bdDvwMbryYsgw3BoUHArgCO0rjr22Ta/XV9pNsIrIVbc6dOgQOp2OAQMGFHg8OzubFi1aMGfOHOrWrcvcuXNZs2aNZaGlkirv98HaBfPNkSfz58+36nWhet0ckLY6Jkdv617dftSoyTiXSoSqcFsDzLU4nhBJRHbpvg9Xsq/RytDU8v3LUXIBOHDxVxpcy9+49w/jKQDc4pyISLT+97nEBdWGDRv48MMP2b17N7169WLRokU8+OCDpUpSYWFhXL58mStXrhAcHMz27dsZOXIkdevWxcXFxZL8N2/eTPfu3cvUoKpq8ODBXLx40dZhCOGQkpQs6qlr4Kay/rhqYV0Vkatu9fXXX/Poo48WetzDw4OPPvrI8vVjjz3GvHnzSl1QledmoC0K5pvfC2tf115vDlQGaatjqg5tXXpyNSGpdbmn0z1FPt/2TCt+Tfu9VN+HDGMm2b/k0L5eGB3r//26oIOBpPtm0bFl/mO/xRyDCzCi3VBqu5SuU6Yk7nQjsMTLXKlUKmrVqsVvv/1G165d0Wq1mM3mUgXj4uLCsmXLeOaZZwgPDyc0NJT+/fsDsGLFCl577TUGDBhAbm4uEydOLNW5q7rBgwdXuyJSCGtJUXKoqfKwdRjCCioiV92Ul5fHkSNH6NWrV6Hnrl+/zoYNGyxfK4pSLbb6GDx4MIMHD7Z1GEIIO3Q8K5KmmkbFPh/qFsI1/XX0Zn2JzxmrvwFA8C1zqAAe8OvBzqQ95Jrye6tOZZ3B36kmgc7+hc5hDSX+9Hd2duajjz7i8OHDvPLKK6xbtw43N7cSvXbfvn2Wv3ft2pWtW7cWOqZ58+YFklN1YzQaMRqNtg5DCIeUouTQSh105wNFlVeeXPVPf/75Jw0aNMDd3b3Qc66urrzxxhvcddddBAcH8+WXX1aLFfBu5qnqUDwKIUouIS+JWH0cI1zCiz0m1K0BCgqXc6/S3KNJic779x5UdQo8/nDgSNbeWM/2pB8YHTiUU1lnaePZstRrMFSUEvdQvfLKK0RHR7N8+XJ8fHyIiIjglVdeqczYqpWnnnqK5cuX2zoMIRyOWVFIlR6qaqMic9W1a9eoXbt2gcemTJnCqVOn8PPzY8mSJUybNo3+/fujKEqRQwMdjexDJYQoyvHM/OFwze7QQwWUamGKWH3+MlJ1/9FD1aNGN4JdgvgyfiNGs5HT2X/SxrNlacOuMCW+xdSoUaMCy6C/+eablRJQdTVs2DAuXLhg6zCEcDjp5GJGwU9VuJdBOJ6KzFXh4eGEhxe823rrvKl+/frRr1+/Mp+/Kho2bJitQxBC2KHjWfmLQjTRNCz2mNCbm/vqom97rj0pBzibfYEpdcZbCqo6LoEFjtGoNIwNHMHKa+9zKP0IOrOONh62WeEPSlFQFTdmetu2bRUWTHUWHh7u8Ku/CGELyeZsACmoqgnJVZXrnwWmEEJAfg9VQ9cQvFSexR4T4FQLD437bXuoDGYDT5ybRaw+jv/EfESAUy0CnGrhoi68eM+42qNYcfVdFka9CkDbqtBDtXDhQsvfDQYDe/bsKfXS5qJ4Op0Ovb7kk/SEECWTouQA4CdD/qoFyVWVS6fTAZR7by8hhGM5lnWK9l5t4Da/yqpUKkJdG9y2oNqW9D2x+jheDHmOLUm7OJJ5jPaebYo8tqVHMzp4teX3jAg0Kk2J52VVhhIXVF26dCnwdbdu3Rg7dizTpk2r8KCqoxkzZjj0PlRC2EqKkt9DVVMtBVV1ILmqcs2YMQOADz/80MaRCCHsRboxg6jcaCbVHnvbggry51Gdyyl+isuamE8Jca3HwobPs6DBLNbeWF9oQYpbPRw4ij8yT9LMvXGRvVjWUuZlelJTU0lISKjIWKq1UaNGyRwqISrBzR6qGjLkr1qSXFWxRo0aZesQhBB25kTmaQDaebWB5Nsf28itAbuS95JnzsNZXXBvyFNZZ/gl/Xdea7QQjUoDKni0zsO3Pd+YwGHMubTYpsP9oBxzqK5fv86YMWMqPKDqqm/fvtSsWdPWYQjhcFKUHDSo8UaGKFUHkqsqV9++fW0dghDCzhzPyl/hr51Xa2K4ettj7/bpxFvX3uN/GX9wn+/dBZ5bE/Nf3NSuTAoaW+JrBzjX4utWH9HMo3HpA69AZZpDpVKp8PPzo1Gj/KURo6OjadCgQYUHV51kZWWRk5Nj6zCEcDgpSjZ+KnfUNtqbQliX5KrKlZWVBYCnZ/ETz4UQ1cvxzFPUca5NoLP/HQuqHr7d0Kg07E35uUBBlWJI5av4jTwUOAI/pxqluv4Q//5lirsilXkO1a1mzpzJd999VyEBVVezZs0iKSmJ++67z9ahCOFQUpQcWeGvGpFcVblmzZoFyBwqIcTfjmdFEubVukTH+jr50NmrHXtSDvBS6GzL45/HfUOuWce04Kq5n1+FbHWuKEpFnKZaGzt2LOfPn7d1GEI4nPweKlmQQkiuqghjx5Z8KI4QwvHlmnI5l3OBobVK3kvU2687r0W/TaohjRpOviiKwsfXv6CbT2faeraqxGgrj7oiTqKSoTTl1qtXLzp37mzrMIRwOMnSQyX+Irmq/Hr16kWvXr1sHYYQwk7sTzuESTHlL0hRQg/U6IEZM/tTDwLwS9rvXMyN4vE64ysrzEpXIQWVKL+0tDQyMzNtHYYQDkVRFFKloBKiwqSlpZGWlmbrMIQQduBU1hkmnZlOI7eG9Kxxb4lf19m7PV4aT35MPQDAp3Ff4qP1ZoT/wMoKtdJVyJA/UX6zZ88mKSmJ+++/39ahCOEwsslDj1GG/AlRQWbPzp/zIHOohKjeLuVGM+jEw3ho3NkZ9jXeWq8Sv9ZJ7cT9Ne5hb8rPpBhS2ZS4g0lBY3HXVN2bn1JQ2Ynx48fz559/2joMIRzKzU19pYdKiIoxfnzVHZIjhKgYaYZ0wo+PxaAY2N1uPQ3c6pX6HL1rdGdb0ve8Ev0WerOex4PGVUKk1lMhBZUsQ1t+3bt3x8ND7qILUZFubuorPVQCJFdVhO7du9s6BCGEjW1P/oFo3VV2t1tPC4+mZTpHb7/8z5I1MZ/S0SusxKsE2qsSF1RJSUl8++23JCcX3AJ5wYIFrFy5ssIDq26Sk5NlXLoQFexmQVVTeqiqDclVlevm91U2ohei+tqTcoAAp1r08O1W5nM0cQslxDWYK7oYHqtTtXunoBQF1cyZM/H29qZ58+ayUlIlePHFF0lKSqJ37962DkUIhyFD/qofyVWV68UXXwRkDpUQ1ZVZMbMn5QAP+PVArSr72nYqlYp+fr35Kn4jYwKGVVyANlKqHqq1a9dWZizV2qRJkzh37pytwxDCodzsofKVgqrakFxVuSZNmmTrEIQQNnQiK5JEQzJ9/O4v97lebTSfmfWfxEvrWf7AbKzEBZW/vz9paWn4+vpWYjjVV7du3XBxcbF1GEI4lGRzNj644aTS2DoUYSWSqypXt25lH+IjhKj69qTkL3Xeu0b551N6aT0dopiCEhRUr7zyCgAajYbRo0fTrVs3nJycLM8vWLCg8qKrRuLj4wuN+RdClI/sQVV9SK6yjvj4eAACAwNtHIkQwhZ+TDlAW8+W1HYJsHUoduWOBdXNu3wdO3akY8eOlR1PtbVw4UKSkpLo27evrUMRwmEkKzn4qaWgqg4qI1dNnDiR5ORktNr8VLlkyRLCwsIszx86dIjXXnsNvV7PgAEDmDlzZoVc154tXLgQkDlUQlRHWcZsDqUfYUa9KbYOxe7csaCaPn06AAaDgV27djFkyBASExPZsWMHEydOrPQAq4vJkydz9uxZW4chhENJUbJpppa7aNVBRecqRVGIiopi//79loLqVjqdjnnz5rF27VqCgoKYOnUqBw4coEePHuVuiz2bPHmyrUMQQtjIgbRDGBQDD9Rw7M+5sijx8hxLlixh//79+S9Sq4mIiODVV1+trLiqnS5dutC6ddVeg18Ie5Oi5MgeVNVMReWqqKgoVCoVU6ZMYciQIXzxxRcFnj958iQhISHUq1cPrVbL4MGD2b17d0U0wa516dKFLl262DoMIYQN/JiyHze1K/f4ymfAP5V4UYpjx46xfft2IH//ibfffpuhQ4dWWmDVTWxsLAkJCbYOQwiHoVeMZKGnphRU1UpF5aqMjAy6du3KSy+9hE6nY+LEifw/e/cd31T1/gH8kzTdpS0tbdllLytDUIZKAdlQhqCgyBBFQBERFBCKiIgCDhAR3F8U9ceSLSIqgixBigKFMixtobR075F5fn+0jS1dSdrkZnzevnjZ3ntz73Nu0jx5cs49t3nz5njwwQcBAMnJyQgICNBvHxgYqL++yBiRkZFGP6a0iIiIGj3eWCV5KjDQ8j2/lm6rlNhW+2Trbd2f+zM6y+9B5N9Vv2/ZejtNYXBBpVaroVKp4OLiAgDQaDRmC8oRLVu2DKmpqRgyZIjUoRDZhZIp0+tyUgqHUlu5qkuXLujSpQsAwMPDA2PHjsXRo0f1BZUQotxjTLnvVUhIiMkzvEZERFj82ubnnnsOgOWvoZKirVJhW+2TLbdVJ3RYd+tz3MpOwEstZqBrk8rbYcvtrIpSqazyCzCDC6o+ffrgmWeewciRIyGTybB//3707l3zKROpyIwZM3gNFVEtyii+qa8/CyqHUlu56uzZs1Cr1ejZsyeAogKq9LVUQUFBSE1N1f+enJwsSa+Npc2YMUPqEIjIgqILYvFc1Ms4nnUaQ/37Y0qD8VKHZJUMLqjmz5+P7777Dr/99hsUCgUGDBiAJ554wpyxOZT77ruvwm88icg0acU9VLyGyrHUVq7KycnBunXrsGXLFqjVauzatQvLli3Tr+/UqRNiYmIQFxeHxo0bY//+/RgzZkxtNsUq3XfffVKHQEQWkq7OQK+zQ6ATOnzRbi2eqv+YST3xjsDggio2NhaTJk0qM1uSI8xoZClxcXFITEyUOgwiu5GhL6jYQ+VIaitX9e3bF+fPn8eoUaOg0+nw5JNPokuXLhg5ciQ+++wzBAUFYeXKlXjxxRehVCoRGhqKwYMH13ZzrE5cXBwAIDg4WOJIiMjcDmccQ6YmC7922YmHfXtIHY5VM7igmjhxIsLDwzF06FBoNBq8++67+Pnnn/WzKVHNrFixAqmpqRg+fLjUoRDZhbTiIX8sqBxLbeaqOXPmYM6cOWWW7dmzR/9zz549sXfv3hpGbFtWrFgBgPehInIEhzOOw9upDnp6d5M6FKtncEH19ddfY+7cuTh58iQuX76MFi1aOFwiMadZs2bh8uXLUodBZDfSRR7c4Qx3mYvUoZAFMVeZV8n9vojI/h1OP4bedXtCITe4XHBYBt+HqnXr1njmmWewe/dupKSkYMaMGfD29jZnbA6lY8eOaN26tdRhENkN3oPKMTFXmVfHjh3RsWNHqcMgIjOLKbiJmMI49Kv7sNSh2ASDS845c+bg6tWr2L59O27cuIHJkydj2rRpmDJlihnDcxzR0dGIj4+3y6kmiaSQLvI5w58DYq4yr+joaABAy5YtJY6EiMzp94xjAIB+dTmjtyEM7qFyd3fHrl27IJfLMXToUHz99dcm3xV+0qRJGDZsGEaOHImRI0fi/Pnz2LdvH4YOHYoBAwbgu+++M2m/tmzVqlX4+uuvpQ6DyG6kiTzeg8oB1WauovJWrVqFVatWSR0GEZnZ4YxjaOAShHYeraQOxSYY3EM1btw49O/fHwqFAlu2bMGECROwYcMGow8ohMCNGzdw5MgR/T09kpKS8PLLL2Pnzp1wcXHB+PHj0b17d7Rq5ThP4pw5c3Dp0iWpwyCyGxkiH53kjaQOgyystnIVVezuSTqIyP7ohA6/ZxzHIL9+nCbdQAb3UK1evRqbNm2Cr68v6tevj9WrV+Ptt982+oA3btyATCbDtGnTMGLECHz77bc4efIkevToAV9fX3h4eGDQoEEO941ihw4d0KJFC6nDILILWqFDpijgDH8OqLZyFVWsQ4cO6NChg9RhEJEZXcy9jFR1Ovr58fopQxlcUBUWFpbpMQoNDYVGozH6gNnZ2ejZsyc+/vhjbNq0CVu2bEFCQgICAgL02wQGBiIpKcnofduya9eu6e/vQUQ1kyUKoIPgpBQOqLZyFVXs2rVruHbtmtRhEJEZHc44DgDoW/chiSOxHQYP+VMoFMjKytJ3/ZX0NBmrS5cu6NKlCwDAw8MDY8eOxTvvvIMZM2aU2c7YfUdGRhodizUpubeHPd8sMSIiQuoQzMqe22drbYt3yQWaA5kxdxCRW33sttY+Y9hz2ypSW7mKKvbee+8B4H2oiOzZ4YxjaOvRCo1cG0gdis0wuKCaOXMmnnrqKaSmpmLu3Lk4ceIE3nzzTaMPePbsWajVavTs2RNA0TVVjRo1Qmpqqn6b5ORkBAYGGrXfkJAQuLq6Gh2PtVi5ciUiIyPtdpa/iIgIu20bYN/ts8W2aTSxQOFp3N/qXtzn1KTKbW2xfYay1rYplUqzfQlWW7mKKvbKK69IHQIRmUlMwU1svrMVRzNPYmqDJ6UOx6YYXFD17dsXLVq0wIkTJ6DT6fD888+bNGlETk4O1q1bhy1btkCtVmPXrl1499138eqrryI9PR3u7u44dOgQli9fbvS+bVmbNm2Qk5MjdRhEdiFd5AMAZ/lzQLWVq6hibdq0kToEIqplp7MisCzmXfyW8QdkkOGRur3xctOZUodlU4y69XFwcHCNh6T17dsX58+fx6hRo6DT6fDkk0+ia9euePnllzFp0iSo1WqMHTvW4W4cePnyZdy4ccMqv00msjXpIg8A4M9rqBxSbeQqqtjly5cBgBNTENmBK3nXseTGO9ibehCBzvXwRvP5mFB/LJq6NZY6NJtjVEFVW+bMmVNu6tWwsDCEhYVJEY5VWLt2LVJTU/HYY49JHQqRzUsT+VBAjjqw3WHARNZo7dq1AHgNFZGti8q7hocihkEGGd5oPh8vNp4GLwW/hDSVJAUVlbdgwQKbn1iDyFpkiHz4yTw4GQFRLVuwYIHUIRBRDWVpsjH24lR4OnngRNcDaOLGezbWFAsqK9GyZUtkZmZKHQaRXUgTeZwyncgMWrZsKXUIRFQDOqHDlMuzEFt4Ez933s5iqpYYfB8qMq8LFy7g+vXrUodBZBdKeqiIqHZduHABFy5ckDoMIjLRitgPcCDtV6xutRQP+XaXOhy7wYLKSqxfvx7btm2TOgwiu8AeKiLzWL9+PdavXy91GERkgu/u7MBbsR/gqfqP4flGU6UOx65wyJ+VWLx4MS5evCh1GEQ2TwiBdJEPf/ZQEdW6xYsXSx0CEZngt/Q/8NyVuejj+yA2tF3Na4xrGQsqKxEcHFzm5sZEZJpcqKCGlvegIjIDTkdPZHsu5F7CuMhn0dajFbaGfAFXOWfArW0c8mclzp07hytXrkgdBpHN4z2oqLasX78ew4YNw7Bhw7B69eoK1/ft2xcjR47EyJEj8d1330kQpWWdO3cO586dkzoMIjKAEAJfJXyHR849Cm9FHezt+C18nX2kDssusYfKSnzyySdITU3FhAkTpA6FyKaVFFS8hopq4uTJkzh+/Dh27doFmUyGZ599Fr/88gsGDBig3yYyMhIffPABunTpImGklvXJJ58A4H2oiCxBCIFMTRbqOvsa/Bi1To0kVQrilQl4M+Y9/JbxB3r79sSn7T5AY7eG5gvWwbGgshJLly7lzElEtSBd5AMAZ/mjGgkICMDChQvh4uICoGi68ISEhDLbREZG4vPPP8etW7dw//33Y8GCBXB1te+hNEuXLpU6BCKH8U7cWqyMW4fDXXahm3fnKrc9nxOJ+f8uw9HMkxAQAABPJw982OZtPNdwEuQyDkozJxZUVqJRo0a4c+eO1GEQ2bw0FlRUC1q3bq3/OTY2FgcOHMCWLVv0y/Ly8tC+fXssWLAAjRo1wsKFC7Fhwwa8/PLLRh2npjd0j4iIqNHjTSVFvpKqrVJgW+2TMW3NFXl4P2cDlFDi8XPPYJPXWnhWkNcydVn4RLkZ+9SH4COrg4kuY1FfHgB/mR/aO7VGvTt++PvO37XZjGo50nNaggWVlThz5gyioqLQtWtXqUMhsmnpujzIAPiyoKJacP36dUyfPh0LFixAs2bN9Ms9PT3x+eef63+fOnUqFi1aZHRBFRISYnKvVkREhMVzxpkzZwAADzzwgEWPK0VbpcK22idj2/pu3EfIzcnD+63fxKvX38CXHluwqf36MrPz6YQOj/w9Gmc0f+PFxtOwuNnLkl8jZa/PqVKprPILMPb/WYkvvvgCe/bskToMIpuXLvLhA3coOLyBaigiIgJTpkzBvHnzMHr06DLrEhISsGPHDv3vQggoFPb/HeUXX3yBL774QuowiOxavjYfH976DAP9+mJW42fxevNXsCVpFzbfKXu/0m/ubMXJrL+woe1qvNv6DcmLKUdm/+/+NmL58uU4f/681GEQ2bx0kQd/OSekoJpJTEzECy+8gDVr1qBnz57l1ru5ueHdd99F9+7d0bhxY3z33XdlJqywV8uXL5c6BCK797/E/0OKOg0LgmcDAOYHv4jfM47jxWuvoZ6zP4bW6480dToWRb+FB30ewMT6j0scMbGgshJBQUHw9/eXOgwim5cu8nkPKqqxL7/8EkqlEitXrtQvGz9+PA4fPozZs2fj3nvvxZtvvomZM2dCrVbjvvvuw9NPPy1hxJYRFBQkdQhEdk2lU2HNzY14yKc7HvLtDgBwkjnh+3s+RdiFCXgsciq+aLcWf2SeRKYmG+vavMMJJ6wACyorcfLkSVy5csUux50SWVK6yEMHeX2pwyAbFx4ejvDw8HLLn3jiCf3PgwYNwqBBgywZluROnjwJAOjVq5fEkRDZp+3Je3FLmYCP275bZnk9F3/83Hk7Hrs4FVOiZgEAXm4yAyFe7aUIk+7CktZKbNq0Cfv375c6DCKbly7yeQ8qIjPZtGkTNm3aJHUYRHbr2zvb0dwtGAP9+pRb562ogz0dN2NMQBjaeLREeLN5lg+QKsQeKivxzjvv4J9//pE6DCKbVijUyIOKU6YTmck777wjdQhEditBeQe/ZxzHomZzyszmV5qbkxu+D/kUOqHjUD8rwoLKSvj7+8PX11fqMIhqjVJocEobg8Oaa0gWOdAIHbQo+qeBDloIOEEGBeRwKvknk8MJFScRVLr8P2qhAQD2UBGZCa/1JTKfrUm7ISAwPujRardlMWVdWFBZiT/++ANXr17lNVRk0wqFGqe0sfhVcwXHNNHIgwo+cEMzuT8UMjlc4AwFnOAEGeSQQ1dcWGmggwZaqIUW6gr2W3LXd0N0c2qKrk5Naq9RlVCr1YiPj0dhYaHZj2UqhUKBqKgoyY7v5uaGxo0bw9nZWbIYqHb98ccfAIDevXtLHAmR/fm/pB9wf50uaOPRUupQyEgsqKzEt99+i9TUVEybNk3qUIiMJoTANvXfWK86inyo4QN3DFC0wyOKtrjfqSmcZU5Sh1jr4uPjUadOHTRr1qzSoRlSy8vLg6enNL11QgikpaUhPj4ezZs3lyQGqn3ffvstABZURLXtct5VnM+9hA9a89YEtogFlZVYvXo1r6Eim1Qg1HhHeQg/ai6hl1NzTHC+H12dmthlEVVaYWGhVRdTUpPJZPD390dKSorUoVAtWr16tdQhENml/7uzE04yJzwWOFLqUMgELKishK+vL+rUqSN1GERGua3LxKuFu3FNl4yZLg9hqnNPyB2owGAxVTWeH/vDa32Jap9O6LAlaScG1O2DQJd6UodDJuAVbVbi8OHD+Ouvv6QOg8hgpzQxmJj/DRJ0WVjrNgbPuvRyqGKKyBEdPnwYhw8fljoMIrtRoC3A27FrcFN5G0/UHy11OGQiFlRWYsuWLTh06JDUYRBVSwiB/6n+xOzCHQiQ18Fmj0l4SMELaKUWHx+Ptm3b4sSJE2WW9+vXDxcvXsTixYtr5TiLFy/GxYsXa2VfZHu2bNmCLVu2SB0Gkc1T6VT4MuE73HP6ISyPfR/D/AdgVL2hUodFJuKQPyvxwQcf4O+//5Y6DKIq5Qkl3ij8CYe11zBI0Q5LXAfDXeYidVhUzNnZGUuWLMHevXvh5eWlX163bl2sWLGiVo5RW/sh2/TBBx9IHQKRTUtRpeGLhM345PYm3FElo4d3V2xqvx696/aUOjSqARZUVsLLywseHrwZKVmvWF0aXinYjZsiHXNd+uJJ5268RsbKBAYGolevXli1ahWWL/9vpqgzZ87gtddew+bNm3Ht2jUsXLgQWq0W3bp1wx9//IFffvkFqampeP3113Hnzh3IZDLMmzcPvXr1wkcffYR//vkHiYmJmDBhAg4ePIhZs2aha9eueOONN3D9+nWkpqaiefPmWL9+Pdzc3CQ8A2RupQt1IkelEzqodCqI4v9KyCCDu5N7hY8RQuCLhG/xyvXXUaArxEC/vvi88VoM8AtlLrUDLKisxKFDh3D9+nXeh4qs0hHNdbxe+CNcZAp87PY47lcESx2SVdmvjsRetXmGwY1wvhfDnUMM3n7hwoUICwvDiRMn0Llz5wrXv/TSSwgNDcWmTZug1WoBFPU8jRkzBo888giSk5Px5JNPYvfu3QAAlUqFAwcOAAAOHjwIAPj777/h7OyMrVu3QqfTYfLkyTh69CgGDRpUswaTVSsZmj5w4ECJIyGSxq/pRzH9ylzEKxMrXO/vXBftPFqjnWcb9PbtgQF+feAud8OKwrU4cPUw+tcNxXut30R7z9YWjpzMiQWVldixYwdSU1PxwgsvSB0KkZ5aaLHHPxo/FsbiHnl9rHYbhfpyb6nDoip4eXlh+fLlWLJkSblrXTIzM3H79m2EhoYCAMaMGYNvvvkGAHDy5EncuHED69atAwBoNBrcunULANCxY8dyx7n//vvh6+uL7777Djdu3EBsbCzy8/PN2TSyAjt27ADAgoqsW6oqDb9mHIVKp4ZWaCEgIIMMcpkcLjIX+Ci84avwRqFOiSv513E1/184y5zRt+5D6O3bE3UU5XtilTolltxYiQ9vfYp2Hq2xvMVrkKGoVwoo6mHSQYfYwlu4kncNPyTvw5cJ30IOOfyd6yJVnY7wZnOxqNnLcLLz24o4IhZUVmLdunU4d+6c1GGQA9MIHWJ0qbisu4MoXRKitHdwXZcCZT0NRiruxQLXAXCV8S2jIsOdQ4zqRTK3hx56CL169Sp3vYuTkxOEEBU+RqfT4euvv9ZPi52UlIR69erh119/rXAY32+//YZ169Zh0qRJePTRR5GRkVHpvsl+lBTcRNZICIFtybsx9/oSpKrTDX5cHScvqIUGH8V/DoVMgUau9SGEgA466ISAWqiRrytAnjYf0xtNxsqWS+DhVPVlGlqhxbmcCziY9hvO5VzAI/kPYlbz6TVtIlkpfjqyEm5ubnB1dZU6DHIwaqHFn9pY/KK5giOa68iDCgDgCRe0kwdhrHNn1I1R4+l2HMZlaxYuXIhhw4YhLS1Nv6xOnTpo2rQpjh49itDQUOzbt0+/rkePHvj+++/x/PPP499//8WECRPw22+/Vbr/U6dOYciQIRgzZgySkpLw119/oWdPXlRt73iNHFmr+MIEvHhtIQ6k/Yr763TBD/duQpBLIJxkcsggg4CATggohRLZmhxkarKgkCnQ1qMVGrgEQalT4lT2WRxOP4ZEVZK+98lJ5gQnmQLOMgUG+z+CQf59DYrHSeaE+7274H7vLgCAiIgIM7aepMaCykocOHCA11CRRaiEBue08TikicLvmuvIRiHqwBX9FW1xv1Mw2jsFoanMT39PqYg8JgFb5OXlhSVLlpQbRrxq1SosWrQIa9euRdu2bfUfkMPDw/H6668jLCwMALB69eoqJyB47LHH8Morr+DgwYNwcXFB586dER8fb74GkVUouZZu6FBO70zWQSd0+DLhO7wWvRxaocW7rZbhhcZTjR5W5+bkhr51H0Lfug+ZKVKyZyyorMTu3buRmpqKl156SepQyE7ohECKyEW0LgXXdCm4rkvGdV0KYnXp0EIHDzijj6I1BijaoadTczhzTLdNa9y4cbkbrvbs2RNXr14FADz66KMAgJ9++gkfffQRAgMDcejQIeTl5QEAgoKC8Omnn5bb74svvljm982bN+t/Lt3DRY6hZKISFlS2QwhRbha5fG0+4pWJiC6Ixb/5MUhQJpaZra42yCCDTCaDvIpbnt4pvIP60T+Xjbf4P53QQVdBTDL9/4t++iv7bxzPOo2+dR/ChrbvooU7J00iy2NBZSU2bNjA7mAyiUbo8Jc2Dhd1Cbijy0aCyEKiLhtJIgdqaPXb1Zd5o7U8AKHOrdDBqQF6OjWDm8xZwshJCg0bNsTUqVOhUCjg7e3N+0qRUTZs2GCxY+Vr83E9/wau5F/HBVUkrtyJgZeTJ3wU3gh0qYcA53qo4+QJJ5kTFDKFzU49rRM63FElI7bgJmILb+GyKgoRty8ZtQ958bC2kjNQqFPiYu5l/JX9Dy7nX4Wb3BV1FT5wl7sjRZ2GTE1Wmce7yl3hVEXhY6ySycRLCqP/IrtrO6GD7Fb548plcsiLC7LSjy0p+kpfr+mj8MYnbd/DlAZP2OxrgGyfVRVU+/btw8aNG6FWqzFlyhRMmDBB6pAsRqFQQKGwqqeDrJhOCJzXxeOgOgq/aa8hQxTNrhYg80IDmTfucaqP/rK2aCD3Rkt5PbSUB8BbxmsfqKinqqS3iqpWXU6KiopCeHg4cnNz0a1bNyxbtsxi7+O/ph/FxJyZkB+XQw65UR8kK5o8pOSDq4CodH1lj717Gxlk8HLygrfCC+5yN+Rq85CpyUauNhcaoYVGaKATumrjLNQpy/aaRFX7ED0nmRNcZS5FhYLsvw/sRe0zfD9lHldcHACAh5M7PJ084S5303/g10ILpU4FlU4JjdDCSSaHk8wJMsj15cV/ZFDr1MjW5iBXm1f+gNeMj/Fufoq66ObdGYP8+0ItNMhUZyJPl496zv5o6FIfDV3ro6V7M7TyaIEAZ39JipGIiAhe6kB2wWo+wSclJWHNmjXYuXMnXFxcMH78eHTv3h2tWrWSOjSL2LdvH/7991++sdxFK3RIF/lIFbnIh6r4G7ii9FX2+7iK6b/NuutnoPrBDTLIUJQK5cX/L/r33ySpMv11RgkuufDWJkMLAS2KhilooAMgoCtO4CXf2OmKl+mKt9OW+lmIot9F8TYa6KASGqighQraoqSIAhzRXEeyyIUrFAhVtMJARXv2OBHVIkNy0quvvoq33noLnTt3xqJFi7Bt2zY8+eSTFomvpXtz9HfuDd96dYvfLyrvBShRMnU0gHLf+pcUUiWFVUW9AgAQe/hfADI071c2N5feRid0yNXmIluTiwJdARq7NkSIZ3t4KTyhkCmgkCkMev+uo/BCW49WaOfRGrej4tEypBVyNbnI1GQjRZ2KJFUK8rX50Aod1EJdpvdCCx2UOiWUOhV00BUvB2QylGufoYp6TeTQQYcCbdGMbwW6Qv16GWRwlRcVcQqZE3RCV5QPintoShetAOAsU6COUx14K7wQ4FIPzdyaoplbE9y8HFfhrQoqc3exBxQVlPVdAtljQ2QhVlNQnTx5Ej169NBP2Tto0CAcPHgQs2bNMvuxN6lO45z2ltmPU5XDuz6BSqVGTEETSeMwl6xGWfApiDFoWy10yBD5SBV5yBD5FY6htjrNARSctsihXKFAD6dmmKNoj4cVLeEhc7HIcam8iq5NoP/Y8jTq1eWk27dvo7CwUH/z5EcffRTr1q2zWEHV3L0p5rhNQ9e2lv0S7rn3nwMArJ+50qLHLZTnoaV7M4seUyp58mzUdw2UOgwiMoLVFFTJyckICAjQ/x4YGIgLFy4Y/PjIyEiTj32tXiziPQy/X4E5tFk1BgAQn5siaRxm4wTkGNg2GWSoo3VGe40PfDQB8NG6wkfjCnedk37QRMk3fDpZ1R/YZKLs95CyUj/Jyvxeln7sd/ExdBAQMlHyPWfR0WX/bSeHDDJR3KMliv8B/30PKv77RlhevI0MKN6uaNuiZTLIxH+9b3Ihg7OQQyHkcBYyOAl5cS8ZAOQjChcNOqc1Ze/X95nSPrlcjoSEBPj4+Fh1UVUy6YSlCSGQlZWFwsJCm3z9VJeT7l4fEBCApKQko49Tk9wFWP5vc/r06ZIcV6pjSoVttU+O0lZHaWdpVlNQVTVm2xAhISEm38epK6xjmJ09jyW257YB9t0+e24bYHr71Go14uPjceuWtL3bVVGpVHBxka4H083NDSEhIXB2LjsUValU1riQMLfqclJNc1aJmuQue//bLI1ttU9sq/2x13ZWl7espqAKCgrC2bNn9b8nJycjMJBd3kRknZydndG8eXOpw6hSREQEOnXqJHUYNqm6nBQUFITU1FT97ykpKcxZREQOqvbmyKyhXr164dSpU0hPT0dBQQEOHTqE3r17Sx0WERE5oOpyUqNGjeDq6qof2rJ7927mLCIiB2VVPVQvv/wyJk2aBLVajbFjxxo1yw0REVFtqSwnTZs2DbNnz8a9996L9957D+Hh4cjLy0OHDh0wadIkqcMmIiIJWE1BBQBhYWEICwuTOgwiIqIKc9Lnn3+u/7ldu3bYsWOHpcMiIiIrY1UFlSlKLgxWqVQSR1I7lEql1CGYjT23DbDv9tlz2wD7bp81tq3k/dqWp1WvqdrKXdb4/JoL22qf2Fb7Y4/trC5vyYSNZ7ScnBxcu1YLtxQnIiKLatOmDerUqSN1GJJg7iIisj2V5S2bL6h0Oh3y8vLg7Oxs1feCISKiIkIIqNVqeHp6Qi63mrmRLIq5i4jIdlSXt2y+oCIiIiIiIpKKY341SEREREREVAtYUBEREREREZmIBRUREREREZGJWFARERERERGZiAUVERERERGRiVhQERERERERmYgFFRERERERkYlYUFlAbm4uhg8fjvj4eADAzp07MXToUISFheGtt96CRqMBACQnJ+O5557DqFGjMH78eP322dnZeO655zBkyBBMmDABKSkpkrXlboa0LS0tDSNHjtT/69evH7p06QLAutsGGP7cxcfHY8KECRg5ciQmTpyI27dvAwBUKhVeffVVDBkyBKNHj0Z0dLRkbbmboW27cOECxowZg7CwMEyfPl3/HFlz29avX49hw4Zh2LBhWL16NQDg5MmTCAsLw8CBA7FmzRr9tlFRURgzZgwGDRqExYsX69udkJCACRMmYPDgwZg5cyby8vIkacvdjGlbiQULFmDnzp363621bVTE0L/Nyp5Ha39fLc3QtkZERGDMmDEYOXIkJk+erH+Ptce2lrh8+TJCQkL0v1vze+7d7PlzT2n2/BmhNHvOqbVGkFn9888/Yvjw4eKee+4Rt27dEtHR0eLhhx8WSUlJQgghli5dKr766ishhBCTJ08W33//vRBCiO+//1689NJLQgghli1bJj799FMhhBC7du3SL5eaMW0rodVqxVNPPSX27t0rhLDetglhXPteeeUV8d133wkhhPjmm2/EvHnzhBBCfPHFF2LJkiVCCCHOnDkjxo4dK0FLyjO0bTqdToSGhopTp04JIYT48ccfxfTp04UQ1tu2EydOiHHjxgmlUilUKpWYNGmS2LdvnwgNDRU3b94UarVaTJ06VRw5ckQIIcSwYcPE33//LYQQ4rXXXtM/j88995zYv3+/EEKI9evXi9WrV0vSntKMbdudO3fE9OnTRceOHcUPP/yg3481to2KGPO+U9nzaM3vq6UZ09a+ffuKqKgoIYQQ27dvFzNmzBBC2GdbhRAiPz9fjBs3TrRp00a/zFrfc+9mz597SrPnzwil2XNOrU3soTKzbdu2YenSpQgMDAQAXL16FZ07d9b/3rdvX/z6669IT0/HlStXMH78eADAmDFjMGfOHADAkSNHEBYWBgAYPnw4/vjjD6jVass35i6Gtq20H374Ae7u7vr2WGvbAOPap9PpkJubCwAoKCiAm5sbgKL2jRgxAgBw//33IyMjAwkJCZZuSjmGti0jIwOFhYXo0aOHfvnx48ehUqmstm0BAQFYuHAhXFxc4OzsjJYtWyI2NhbBwcFo0qQJFAoFwsLCcPDgQdy+fRuFhYXo3LkzAODRRx/FwYMHoVar8ddff2HQoEFllkvNmLYBwL59+/DII49gyJAh+n1Ya9uoiKF/m1U9j9b8vlqaoW1VqVR46aWX0K5dOwBA27ZtkZiYCMD+2lpi5cqVmDJlSpl9WOt77t3s+XNPafb8GaE0e86ptYkFlZmtWLEC3bp10//erl07nD9/HomJidBqtTh48CBSU1Nx69YtNGzYEG+//TZGjBiB2bNnw9nZGUBRl3hAQAAAQKFQwMvLC+np6ZK0pzRD21ZCq9Vi48aNmDdvnn6ZtbYNMK59L730EjZt2oSHH34YX331FaZNmwagbPuAojemO3fuWLYhFTC0bXXr1oWHhweOHz8OAPjxxx+hVquRkZFhtW1r3bq1/s08NjYWBw4cgEwmKxNrYGAgkpKSKmxDUlISMjIy4OXlBYVCUWa51IxpGwA8++yzeOyxx8rsw1rbRkUM/dus6nm05vfV0gxtq4uLC0aOHAmg6IPp+vXr0b9/fwD211YA+O2331BYWIjBgweX2Ye1vufezZ4/95Rmz58RSrPnnFqbWFBZWPPmzTFv3jzMnDkTEyZMQNu2beHs7AyNRoPLly+jV69e2Lt3Lx555BEsXLiw0v3I5db31FXWthLHjh1D8+bN0bZt2yr3Y41tA6pu34IFC/Dmm2/i2LFjWLZsGWbNmgUhRIX7scb2VdY2mUyGdevW4dNPP8WoUaOQk5MDX1/fMs9radbUtuvXr2Pq1KlYsGABmjZtWm69TCar8Dmqarm1MKRtlbH2tlFZlf1tGvs8WtPfZmWqyyEqlQqvvPIKNBoNpk+fXul+bLmtKSkp2LhxI5YsWWLQfmy5rfbwuac0e/6MANh3Tq0N1vms2TGlUomOHTti9+7d2LJlCxo2bIgmTZogICAAnp6e6Nu3L4CiLu4LFy4AKKr8S77l0Gg0yM3Nha+vr1RNqFRlbSvx66+/YujQoWUeYyttAypvX3p6Om7cuKH/xnTQoEFISUlBRkYGAgMDy1xMm5KSoh8OYE2qeu4UCgU2b96M3bt3Y/To0dDpdPD19bXqtkVERGDKlCmYN28eRo8ejaCgoDK9pcnJyQgMDCy3vKQNfn5+yM3NhVarLbPcGhjatspYc9uovMr+Nqt6Hm3pfbW0qt6H8vLy8Oyzz0Kj0WDjxo36D6r21tYjR44gMzNTP4EBAIwcORK5ublW/Z5bFXv+3FOaPX9GsOecWltYUFlYfn4+Jk+ejNzcXKhUKmzevBlDhw5F06ZNERQUhKNHjwIAfv/9d9xzzz0AgNDQUOzevRsAcODAAXTr1q3SHgIpVda2Ev/880+Z7nHAdtoGVN6+unXrwtXVFWfPngVQ9Mbj6ekJPz8/hIaGYs+ePQCAs2fPwtXVFQ0bNpSyGRWq6rlbtGiRPsl99dVXGDx4MORyudW2LTExES+88ALee+89DBs2DADQqVMnxMTEIC4uDlqtFvv370fv3r3RqFEjuLq6IiIiAgCwe/du9O7dG87OzujWrRsOHDhQZrnUjGlbZay1bVSxyv42q3oebel9tbSq3odeffVVBAcH48MPP4SLi4v+MfbW1sceewy//vor9uzZo39/3bNnD7y8vKz2Pbc69vy5pzR7/Yxgzzm1Vkk3H4Zj6du3r7h165YQQoht27aJoUOHioEDB4p169bpt4mOjhZPPfWUGDZsmBg3bpyIiYkRQgiRkZEhpk+fLoYOHSrGjRun34+1MKRtQgjRsWNHUVhYWGaZtbdNCMPad/78eTF27FgxfPhwMW7cOHHp0iUhhBCFhYVi/vz5YujQoWLUqFEiMjJSkjZUxtC2jRo1SgwaNEjMnj1b5OTkCCGst23Lly8XnTt3FiNGjND/+/7778XJkydFWFiYGDhwoFixYoXQ6XRCCCGioqLEmDFjxODBg8XcuXOFUqkUQggRHx8vnnrqKTFkyBAxdepUkZmZKWWzhBDGt63EggULyszyZ41to7IM+dus7Hm0hffV0qpr66VLl0SbNm3E0KFD9a/7Z599Vghhf229W+lZ/qz1Pbcy9vy5pzR7/owghH3n1NokE6KSQZxERERERERUJQ75IyIiIiIiMhELKiIiIiIiIhOxoCIiIiIiIjIRCyoiIiIiIiITsaAiIiIiIiIyEQsqIiIiIiIiE7GgIiIiIiIiMpFC6gCIHE14eDj8/Pwwd+5cAMDevXvx888/Y8yYMdi4cSPUajXc3NywYMECdOnSBampqXj99deRlpaGlJQUNGrUCGvXroW/vz/69euHjh074urVq5g7dy4GDBggceuIiMjeMG8RVY09VEQWNmHCBOzcuRMajQYAsHXrVjz88MNYs2YNPvvsM+zevRvLly/Hiy++iPz8fPz444/o3Lkztm7dit9++w1ubm7Ys2ePfn+tW7fGTz/9xKRERERmwbxFVDX2UBFZWPv27dG4cWMcOXIEzZs3R3JyMrRaLZKTkzFlyhT9djKZDDdv3sTkyZNx9uxZ/O9//0NsbCyuX7+OTp066bfr1q2bBK0gIiJHwbxFVDUWVEQSmDBhAn744Qc0a9YMjz/+OHQ6HXr27Im1a9fqt0lMTERgYCDeffddXLhwAWPGjEH37t2h0WgghNBv5+HhIUELiIjIkTBvEVWOQ/6IJDBo0CBERUXh0KFDGDNmDHr06IETJ04gOjoaAHD06FGMGDECSqUSx48fx+TJkzFq1Cj4+/vj5MmT0Gq1EreAiIgcCfMWUeXYQ0UkARcXFwwaNAipqanw8/ODn58f3nzzTcydOxdCCCgUCmzcuBEeHh544YUXsHr1amzYsAFOTk647777cPPmTambQEREDoR5i6hyMlG6D5aILCI/Px9PPfUUli5dWmZcORERkTVi3iKqHIf8EVnYsWPH0KdPH3Tv3p1JiYiIrB7zFlHV2ENFRERERERkIvZQERERERERmYgFFRERERERkYlYUBEREREREZmIBRUREREREZGJWFARERERERGZiAUVERERERGRiVhQERERERERmYgFFRERERERkYlYUBEREREREZmIBRUREREREZGJWFARERERERGZiAUVERERERGRiRRSB0Bkb9566y389ddfAIDo6Gg0atQIbm5uAICtW7fqfzZEUlISXnrpJWzZsqXSbf7v//4POTk5eO6552oWOBEROaSLFy8iPDy8zLKkpCTUqVMHv/zyS432ffr0aSxfvhz79+8vt+7DDz9EcHAwRo0aVaNjEElNJoQQUgdBZK/69euHDz/8EPfee6/UoRARERkkOjoaTz75JFasWIH+/fvXaF9VFVRE9oI9VEQW8tFHHyEjIwOvv/56ud8nTpyIzp0749y5c0hMTETXrl2xatUqJCQkICwsDH///Teio6OxePFiqFQqCCEwduxYTJgwocx+fv/9d3z66adQqVRIT0/HqFGjMGfOHGkbTkRENiMjIwPTp0/H1KlT0b9//0rzyunTp/HBBx8gMDAQ169fh7u7O1588UVs3rwZMTExGDhwIBYtWgQAyM/Px+zZsxEXFwdvb2+8+eabaN68ORYuXIjWrVvjmWeewY4dO7B161ao1WpkZWVh2rRpePLJJyU+G0SGYUFFZCVu3ryJzZs3Iz8/H0OGDMGZM2fQuHFj/fovv/wS/fr1w3PPPYeUlBS8/fbbeOKJJ/TrhRD46quvsHLlSjRr1gxJSUno27cvJk2aBD8/PymaRERENkSj0eCll15C586dMX369CrzClA0VHDHjh3o0KEDnn32WXz22Wf45ptvkJubi969e+OZZ54BACQmJuK9997Dfffdh61bt2L+/PnYvn27/rh5eXnYvn07PvvsM9StWxf//PMPnn76aRZUZDNYUBFZib59+0Iul8PLywvBwcHIysoqU1ANGDAACxYswIULF9CzZ0+Eh4dDLv9vXhmZTIZPPvkER44cwf79+xEdHQ0hBAoKCqRoDhER2ZgVK1agsLAQK1asAFB9XmncuDE6dOgAAGjatCnq1KkDFxcX+Pn5wdPTE1lZWQCAtm3b4r777gMAjB49Gm+88QZycnL0x/X09MQnn3yCo0ePIjY2FleuXEF+fr4lm05UI5zlj8hCZDIZSl+yqFary6wvPVnF3dsCRQXXzz//jCFDhiAqKgphYWG4efOmfn1+fj5Gjx6NS5cuoUOHDpg/fz4UCkW5/RAREd1ty5YtOHz4MD7++GO4uroCqD6vuLi4lNmHQlHx9/Slv/wDinJc6W3v3LmDUaNG4fbt2+jatSuHqpPNYQ8VkYXUrVsXf/zxh/7bvePHj6Nz584GP37evHm47777MGHCBAwcOBBnzpxBYmKifn1cXBxyc3MxZ84cuLi4YM+ePVCpVNDpdGZoDRER2YszZ87ggw8+wP/+9z8EBATol9dWXrl69SqioqLQvn17bN26FV27doW7u7t+fWRkJPz8/PD8889DJpNh48aNAACtVgsnJ6faaSSRGbGgIrKQESNG4NixYxg4cCCCgoLQpUsXo3qPnn/+eSxevBhbt26Fk5MT+vfvjwceeABnzpwBUDSkok+fPhgyZAi8vb3RtGlTtGrVCnFxcWjatKm5mkVERDbu448/BgD9JBIldDodQkNDK8wrd/dOVaVFixZYv349bt26BX9/f6xcubLM+gcffBA7duzA4MGD4e7ujo4dO8LPzw9xcXFo0aJFzRtIZGacNp2IiIiIiMhEvIaKiIiIiIjIRCyoiIiIiIiITMSCioiIiIiIyEQ2PymFTqdDXl4enJ2dIZPJpA6HiIiqIYSAWq2Gp6dnuemUHQVzFxGR7agub9l8QZWXl4dr165JHQYRERmpTZs2qFOnjtRhSIK5i4jI9lSWt2y+oHJ2dgZQ1EBjpvC8W2RkJEJCQmorLItgzJbBmM3P1uIFGHNNqFQqXLt2Tf/+7YhK565r165ZxfNiCmt5TZmCsVuercYNMHapWEvs1eUtmy+oSoZKuLi46O/sbaqaPl4KjNkyGLP52Vq8AGOuKUce6lY6dwHW9bwYi7FLw1Zjt9W4AcYuFWuKvbK85ZiD14mIiIiIiGoBCyoiIiIiIiIT2fyQP7IMjVaDfGUBCpWFyFcWwK+OL7w9vaUOi4iIiIioSpr8fCg8PMy2fxZUNkin02HwwjG4kRhrkWsQhBDQ6rRlljUOaIhjaw+a/dhE1iwmJgaFhYVSh2EwhUKBqKgoix3Pzc0NjRs3dujJJ4ylVqsRHx9vM68rS7+m7sbXGBFVR5mWjlMTnkbI0kWo17O7WY7BgsoGZeRm4vrtaHRudi96dTLPC+Nubs5ucHd1g4erO45eOIFfIn6HTqdz2HvIEMnlctSpUwfNmjWzmckV8vLy4OnpaZFjCSGQlpaG+Ph4NG/e3CLHtAfx8fE29bqy5GvqbnyNEZEh0s+eg7agAK7+/mY7BgsqG5SalQYA6HvPg5j9+PNmP9769esBqPDsrOcAAIWqQhw6exg5Bbnw4bA/clAymQz+/v428aFXCiXnJyUlRepQbEphYaHNFFNSs5bXWFGOBGbNmiVpHERUsfSIc3D28YZXqxZmOwYLKhtUUlD5ePhY5HhZWVllfvfxKjpuZm4WCypyWDKZjB96q8HzYxqeN8NZw7m6O0cSkfUQQiDj3D+oe18XyMw4qooFlQ0qKah8PSxTzCxevLjM776e/xVUwUFNLBIDEVVu2bJlOHfuHNRqNW7evImWLVsCACZNmoQxY8YYvJ8PP/wQISEheOSRRypcv3jxYowfPx733ntvrcRN1u/s2bNYvnx5mWXXrl3DypUrMXLkSJP2GR8fj0mTJuHw4cPl1k2bNg1vvfUWgoKCTNq3FO7OkURkPfJv3oIyJRV+XbuY9TgsqGxQWnY6AMDHQgXV3Up6pbLysiU5PhGVtXTpUgD/fVDds2ePSft56aWXqly/YsUKk/Zrzw4fPoz169cjPz8fDz30EMLDw6UOqVZ169atzOtp06ZN2L17NwYPHmyW433++edm2S8ROab0iL8BAH7dWFDRXVKz0uHspICXm2UuBF67di0AYM6cOQAA3+Ihf1l5HOZAZM369euHb775Bo0bN8bp06fx4Ycf4vvvv8fEiRNx7733IiIiAunp6QgPD0doaCgWLlyIBx54AAMHDsTcuXORmpoKAHjhhRfwyCOPYOLEiZg1axa6du2KN954A9evX0dqaiqaN2+O9evXw83NTeIWW9atW7ewdOlSbN++Hf7+/pg8eTKOHj2K0NBQqUMzi7Nnz2Ljxo3Yvn07MjMzsWjRImRmZiI9PR3Dhg3DK6+8gp07d+LIkSNITk7GnTt3MHnyZCQkJODPP/+Er68vvvjiCwCAUqnESy+9hJiYGDRt2hQrVqyAj4+P/jXr6+uLRYsWISkpCcnJyejWrRtWr15tFUP87nZ3jiQi65EecQ7uDRvAvUEDsx6HBZUNSs1Og7+3n8USi1KpLPN76WuoiAj44dhebD+62yz7fix0FMY8PKLW96tWq7F161YcPnwYH374YZki4JdffkGjRo3w2WefITo6Gjt27CgzDPDvv/+Gs7Mztm7dCp1Opy8kBg0aVOtxWrNffvkFQ4cORf369QEAa9asgaura60eI/HgL0j46eda3WeJhkMGocHgAQZtm5aWhrlz52LFihVo2rQpvvzySwwfPhwDBw6ETqdDaGgopk6dCgC4ePEi9u3bh6ysLPTr1w9ffPEFFi9ejIkTJ+LYsWNo164d0tLSMHHiRH2h9PHHH2PRokX64x05cgTt27fHunXroFKpMGzYMFy6dAkhISFmORc1cXeOJCLroNNokfH3eQT1Nf+XXCyobFBqVhr8ffwsdrwFCxaU+Z1D/ohs38MPPwwAaN26NTIzM8us69KlCz744AMkJSWhT58+eOGFF8qsv//+++Hr64vvvvsON27cQGxsLPLz8y0VutWIi4uDs7MznnnmGaSkpKBv375G91JERkYCACIiIgAU3dcpLy9Pv16pUkKr1Vb42JpSqpRljlUZnU6HOXPmYODAgejZsyfy8vIwfvx4/PXXX/jmm28QHR0NtVqNtLQ0KJVKdOzYETKZDL6+vgCAjh07Ii8vD0FBQUhJSUFwcDCCg4PRvn175OXlYcCAAVi6dCny8vKg0+lQUFCAvn37IjIyEp999hliYmKQkZGB9PT0CuNVqVT682csUx9XWv/+/WttX8aw9PFqi63GDTB2qZgauyb2JrR5+cj08zV7+1lQ2aDUrDTU8zbfXPrVcVE4w8PVHZm5LKiIAGDMwyPM0otUG4QQAACNRlNmeUlPSkU93c2aNcNPP/2EY8eO4ffff8dXX32Fn376Sb/+t99+w7p16zBp0iQ8+uijyMjI0B/HkWi1Wpw9exabN2+Gh4cHnn/+eezatQuPPvqowfsICQlBZGQkunbtCgCIiooqc18nzxHD0WzE8FqP3Rjr1q2DTqfDwoULoVAUfWxYuXIlbt26hQEDBmDo0KE4c+YM3N3d4erqCnd39zJt8PEpGtWgUCj0611cXPTblP5dLpfD3d0dO3fuxM8//4zHH38cffr0QUxMDFxdXSu855WLiws6depkdLsiIiL0593W2Grstho3wNilUpPYYy5fRS6ArmMehYtvzWbGViqV+i/AKsK7stqg1Kw01POxXEH1/vvv4/333y+zzNfLh9dQEVm5unXr4t9//wVQVAQZ6ttvv8VHH32EIUOGYOnSpUhPT0dOTo5+/alTpzBkyBCMGTMG9erVw19//WW2XhRrVq9ePfTs2RN+fn5wc3PDI488ggsXLkgdVq06ceIEtm/fjjVr1uiLqZLlzzzzDAYMGIDExEQkJSVBp9MZvN/o6GhcvnwZALBjxw706tWr3HHHjRuHESNGQCaT4cqVK0bt35IqypFEJL30s3+jTutWNS6mDMEeKhsjhEBadrpFC6qKeHt6c8gfkZWbPXs2li9fjvXr1+Ohhx4y+HGjRo3C3LlzERYWBoVCgVmzZsHb+79ZRR977DG88sorOHjwIFxcXNC5c2fEx8ebowlWrW/fvliwYAGys7Ph6emJY8eOVTrlvK369NNPodVqMW3atDLLhw8fjvnz58PT0xOBgYEICQkx6jXQtGlTfPzxx7h58ybatGmDl19+ucz6yZMn44033sBXX30FT09PdOnSxSFfY0RkGm1BAbIuXUaTMaMscjwWVDYmJz8HKo3aogXVvHnzyi3z9fThpBREVqZx48Zl7u0TGhpaZrKJkutPNm/eXOFjVq5cqV/+2Wefldt/6cft27ev9gK3UZ06dcKzzz6LJ598Emq1Gg8++KBR9/2yBd98802l66ZPn468vLxyw/BKD3m8evWq/ufSr6+DBw9WuM+S12Ljxo3x88/mmYyjtlWUI4lIWpkXL0Go1Wa//1QJFlQ2JqX4pr5S91D5ennjRmKspDEQEUlt7NixGDt2rNRhEBFRKekR5yBzdobvvfdY5Hi8hsrGpBYXVP7elpvlb9WqVVi1alWZZUVD/nIqeQQREZFjqChHEpG0MiL+gc89HeDk7m6R47GgsjGp2ekALNtD5erqWu7eKhzyR0REVHGOJCLpqDKzkHP9X/h1s8xwP8DMQ/4+/PBD/Pzzz5DJZBg7diyefvppnDx5Eu+88w6USiWGDBmivxA1KioK4eHhyM3NRbdu3bBs2bIyMwpRkdRSQ/5uplimh6ii+6r4evlAqVaiUFUINxc3i8RBZE2EEBBCWOwG27bIEadSrw18XRnOGl5jxt57jIjMK+PcPwBgseunADP2UJ05cwZ//vkn9u7dix9++AGbN2/GlStXsGjRImzYsAEHDhxAZGQkjh49CgB49dVXsWTJEvz8888QQmDbtm3mCs2mpWWnQy6Tw6+Or6Rx8Oa+5OiEEEhLS7OKD3TWqOT8uLnxCxdjuLm58XVlIL7GiKgi6RHnoPDyRJ02bSx2TLN1AT3wwAP45ptvoFAokJSUBK1Wi+zsbAQHB6NJkyYAgLCwMBw8eBCtWrVCYWEhOnfuDKBohqB169bhySefNFd4Nis1Kw116/jCSe5ksWOuWLECALB48WL9Mh+vojn9M3OzEFQ30GKxEFkLnU6HnJwcpKSkSB2KwVQqFVxcXCx2PDc3NzRu3Nhix7MHjRs3Rnx8vM28riz9mrqbNbzGKsqRRCSNwuQUJP12BPV6dodcYbnPymYdU+fs7Ix169bhq6++wuDBg5GcnIyAgAD9+sDAQCQlJZVbHhAQgKSkJKOOVdXdiw0VERFR432Y279x0fB08dDHaomYs7Kyyh0rOaHo+Tlz7i/kJhvXS2UL5/lujNn8bC1eAEhPT5c6BKNpNBqLHSs/P98mz5GUnJ2d0bx5c6nDMFhERAQ6deokdRiS8vEx/01Dicgw19ZvhNBq0fK5py16XLNfpDR79mxMmzYNM2bMQGxsbLn1MpmswqENxo4fDwkJqdFFoREREejatavJj7cUzV4tmtRvjK5du1os5oqO4ernDuwAgho1MCoGWznPpTFm87O1eAHGXBNKpbJWvgQjsgazZs2SOgQiApD65xmkHD2Ols8+DfcGDSx6bLNdQxUdHY2oqCgAgLu7OwYOHIjTp08jNTVVv01ycjICAwMRFBRUZnlKSgoCAzmMrCKpWWmoZ8Ep0yvjWzzkLyuPM/0RERERkXS0hYW4unY9PJo2QdPxlr83oNkKqvj4eISHh0OlUkGlUuG3337D+PHjERMTg7i4OGi1Wuzfvx+9e/dGo0aN4Orqqh/ys3v3bvTu3dtcodm01Ow0i9/Ud9myZVi2bFmZZT6e/11DRURE5KgqypFEZFmx3/4fChPvoN3c2ZA7O1v8+GYb8hcaGorz589j1KhRcHJywsCBAzFs2DD4+fnhxRdfhFKpRGhoKAYPHgwAeO+99xAeHo68vDx06NABkyZNMldoNiu/MB8FykKLF1RBQUHllnm5e8JJ7sRZ/oiIyKFVlCOJyHLyYm8i7v+2o/7A/qjbRZprOs16DdXs2bMxe/bsMst69uyJvXv3ltu2Xbt22LFjhznDsXn6m/p6W7agmjFjRrllMpkMPp7eHPJHREQOraIcSUSWIYTAlTUfwcnNDa2fnyZZHLxzrg3576a+0l9DBQA+Xt7IzGUPFRERERGZX97NW8i59i8Kbt9GfnwC8uJuIufqNbSdNxsudetKFhcLKhvyX0Fl2R6qJUuWAACWL19eZrmPhzeH/BERkUOrLEcSUe1K/fMMzi9cAhTPDu4aGACPRg3RbNIENBo+VNLYWFDZkJKCyt/Cs/wFBwdXuNzXywfpORkWjYWIiMiaVJYjiaj2qDIycHnle/BsFoyQpYvg3rABnGpwu6TaxoLKhugLKgv3UD377LMVLvfx8sGNxFiLxkJERGRNKsuRRFQ7hBCIWvUBtHl5CHl/FbyaN5M6pHLMNm061b6UrDT4eHrDRWH56SArUjQpBYf8EREREZF53N77I1JPnUbL6c/Cq2VzqcOpEAsqG5KWnW7x66cAYNGiRVi0aFG55b6e3sjOz4FWp7V4TERERNagshxJRDWnTUrG9Y8/hd/9XdHk0ZFSh1MpDvmzIalZlr+pLwC0adOmwuW+Xj4QQiAnPxe+Xj4WjoqIiEh6leVIIqqYEAIpfxxH3fu6wLmOV6Xb6dRq5H+3FU5urujw2iuQya23H4gFlQ1JzU5Dh6btLH7cKVOmVLjc29MbAJCVl82CioiIHFJlOZKIKpb5zwVcfH05PJsFo/PqFXALCiy3jdBqcf3jT6GNT8A9by2Fq7/lOxSMYb2lHpWTmpUOfyu5BxUA+HoWFVGZuby5LxERERFVL/NiJABAmZqKv2bORs61f8usL0hIRMRLryB+1164PNwLAQ8/KEWYRmFBZSOUKiVy8nNQz9vyFfr8+fMxf/78cstLeqUy81hQERGRY6osRxJRxbIiL8OzWTC6rl8DmZMTImbPQ9rpvyCEQMKPP+H01BnIvRGDDovmw33UcKnDNQiH/NmI1Ox0AEA9CXqo7r333gqX+xQP+cvmTH9EROSgKsuRRFSe0OmQdSkKgX0ehlfzZrh/4zr8syAc519bAu8O7ZF18RLqdumEDq+9CregQCREREgdskFYUNmINH1BZfkeqokTJ1a43MeLQ/6IiMixVZYjieyJVqlEzNffwq9bV/jd19nk/eTF3YQmNxc+IfcAAFzr+aPrR+/j4tK3kPnPebR+YTqajB1t1RNQVIQFlY0ouamvFAVVZUp6qDJz2UNFREREZI9UmVm4sHgpsiIvIy/uZo0KqqyLlwAAvvfeo1+m8PBA51VvQZtfAIWXZ03DlYRtlX8OrKSgCpCgoJo7dy7mzp1bbrmLwhkeru68uS8RETmsynIkka1QZ2XjyvvrkHLiFIS27L1F8+Nv4+wLc5Bz7To8mjZG7r83anSsrEuX4ezrA/dGDcssl8nlNltMAeyhshklBZW/t+Wvobr//vsrXefr5YMsTkpBREQOqqocSSS19HN/Q3nyNNC1a6XbJB76Fbf37sftvfvh3qghGj86Eg2HDEReTBzOL1oKQKDLmtXI/OcCoj//HzS5eSYXP5kXL8EnpANkMpmJLbJOLKhsRGp2GjzdPODu6m7xYz/xxBOVrvPx9OE1VERE5LCqypFEUru5bScKzpyF5unJlRZBqSf/hEdwU7R4ehJu/bAL1z/aiBtffg2h0cA1oB46r14Bj8aNoMnJBQDk3oiBb8eQCvcVv3c/En/8GV0/Xgu5wqnMOmV6BgpuJ6BR2NDabaQV4JA/G5GalWZV10+V8PH05pA/IiIiIitUkJAIaLVIPXW6wvWa3Dxknr+IgAd7Iqhvb3Rbvwb3f/IRAh7sAb+uXdBtw1p4NG4EAPBq2QIAkBNd+bC/lD9OIPvKVaSf+avcuuxLlwEAPqWun7IXLKhsRFp2uiT3oAKA2bNnY/bs2RWu8/Xy5pA/IiJyWFXlSCIpCZ0OhYmJAIDkP45XuE3ambMQWi3q9eqhX+bdvi3uCV+ITiuXw8XXV7/cNaAeFHXqILeSgkoIgeyoqwCA2z/+VG59ZuQlyJydUad1a1ObZLWqHfK3fv36KtfPmjWr1oKhyqVmpaF5/WaSHPvhhx+udF3RkD/2UBGR7WKeo5qoKkcSSUmZmgadSg24uSHt9F/QFhbCyc2tzDapJ/+Es483fDq0q3Z/MpkMXi1bVFpQFcTfhiY3F25BgUg7dRrKtDS4+v/XGZAVeRnebVvDydWlZg2zQtX2UGVkZCAjIwMRERHYsWMHMjMzkZubiz179uDKlSuWiJEApGalS3JTXwB47LHH8Nhjj1W4jkP+iMjWMc9RTVSVI4mkVJBQ1Dvl2qs7dEol0s6cLbNep9Ei9fQZ+Hd/ADInp4p2UU6dVi2QeyMGQqcrty4rquj9svWsGRBaHRIP/qJfp1WqkH31OnxCOpjaHKtWbQ/VkiVLAACTJk3Czp074edX9KF+5syZeP75580bHQEANFoNMnIzJZnhrzq+Xj5QqpUoVBXCzcWt+gcQEVkZ5jkiskclBZXLA12hPXsOKX+cQGDvh/Trsy5dhiY7p8xwv+p4tWgOXaESBQmJ+murSmRfvgondzcEPNgTvp07IuHHgwh+chxkMhlyrl+HUKvhG2J/108BRlxDlZKSok8yAODt7Y20tDSzBEVlpWdnQAgh2aQUzz//fKUfKny8fACAM/0Rkc2rSZ5btWoVFi5caK7QyIpVlSOJpFSQkACZkxxyfz8E9OqJ1FN/QqdW69ennToNmZMT/B+ofEr1u3m1Kp6Y4t/ocuuyr1xBnbZtIHNyQsNhg1FwOwGZ/1wA8N8Nfe21h8rggqpt27Z47bXX8Oeff+LUqVN45ZVX0KlTJ3PGRsVK7kElVUE1YMAADBgwoMJ1Pp7eAMBhf0Rk80zNc6dOncKuXbssECFZo6pyJJGUCm4nwi0oCDInJwT0fhCa3Dxk/H1evz7l5J/w7dwRCk/D7ynl2SwYkMuRGx1TZrlOpULOvzfg077oWqzA0Ieh8PJEQvHkFFmRl+HeqCFc6tathZZZH4MLqrfeegt16tTBihUr8M4776BBgwZYtmyZOWOjYqnZ6QCkK6hGjx6N0aNHV7jOt7igYg8VEdk6U/JcZmYm1qxZgxkzZlgoSrI2VeVIIikVJCTCvWEDAIBft65wcndH8tFjAID82wnIj7tp1HA/AHBydYVHk8blJqbIib4BoVbDu31b/Xb1BzyC5KPHoM7ORmbkJfja4XTpJQy+sa+XlxcWLVoEALh16xbu3LkDNzdeM2MJUvdQVcW3eMgfe6iIyNaZkudef/11vPzyy0gsnprYWJGRkQCAiIgIkx5vDRi7NGw1dluNG7C92HNu3YJzxxB4APgn8iLkbVsj8cgfyOvzEFTHTwEA7nh7IcXIdqn9fJF2OarM+VAeOwkAiNOocat4uaZFMHQqNf5c/QHUmVnIrONl0jm0hfNucEH1/fffIyIiAosXL8b48ePh5eWFgQMHYt68eeaMjwCkZhcXVBLdh+q5554DAHz22Wfl1nHIHxHZC2Pz3Pbt29GgQQP07NkTO3fuNOmYISEhiIyMRNeuhl/DYE0iIiIcPvaqcqS52Op5t9W4AduLXZObh6N5+WjaqSNSAXTt2hVJWbmIXLYCLV1cEXPrNuTNgvHAQOOHq8ZGXUP03xfQqW07KLyKhgte+ulXaP390K1fX8hksqINu3bFmf0HkXPiTwBAx2FD4NW8mVHHspbzrlQq9V+AVcTgIX87duzAa6+9hoMHD6Jfv3748ccfceLEiVoJkqqWlJ4Md1c3eLkbPsa1NoWFhSEsLKzCdT6enJSCiOyDsXnuwIEDOHHiBEaOHIl169bh8OHDePvtty0YMVmDqnIkkVTyExIAAO6NGuqX+fe4H3IXZyQeOITMfy6gXs/uJu3bq1VLAEXD/EpkRV2BT/t2/xVTxRoOGwLodFB4ecEzuKlJx7MFBvdQyWQy1KtXD6dOncKQIUOgUCigq2AOeqp9t1Juo0lAo3IvUkupKlF4uXvCSe6EzDwWVERk24zNc//73//0P+/cuRNnzpzRDxkkx8FiiqxRyZTp7g0bAFmZAACFhwf8unVF4sFDAGD09VMlvFo0BwDkRt9A3U73Qp2djYL422g4ZGC5bes/0hfXP/4UPve0h0xucD+OzTG4ZS4uLvj8889x5swZPPjgg/j+++/h7u5e5WPWr1+PYcOGYdiwYVi9ejUA4OTJkwgLC8PAgQOxZs0a/bZRUVEYM2YMBg0ahMWLF0Oj0ZjYJPsTn5KAxgGNqt/QTDQaTaXPh0wmg4+nN7I55I+IbJwpeY6oqhxJJJUyBVUpgaFF96Fy9vGGzz3tTdq3a0A9KLzr6CemyL5yDQDg3aFduW0VXp7o9PYytHr+OZOOZSuMmuUvNjYWq1atgo+PDyIiIvDWW29Vuv3Jkydx/Phx7Nq1C7t378alS5ewf/9+LFq0CBs2bMCBAwcQGRmJo0ePAgBeffVVLFmyBD///DOEENi2bVvNW2cHhBCIT7ktaUFV3T02fLy8kZnLgoqIbJuxea60Rx99FCtXrjRzhGSNeB8qskYFtxPg7OsDhYdHmeX1evUouvdU9wcgc3Iyad8ymQx1Wrb4r6CKugLIZPBu26bC7f263QevZsEmHctWGDzkr2XLllixYoX+9/fff7/K7QMCArBw4UK4uLjoHx8bG4vg4GA0adIEQFE3+cGDB9GqVSsUFhaic+fOAIoS07p16/Dkk08a2x67k52fg5yCXDSRsKAaNWpUlet9PX14DRUR2Txj8xwRUH2OJJJC0ZTpDcstd/b2Rpf3V8KjaeMa7d+rZQvc3n8AQqtFVtRVeAY3Nep+VvbG4IKqsjHC+/btq3B569at9T/HxsbiwIEDmDhxIgICAvTLAwMDkZSUhOTk5DLLAwICkJSUZGhoAFDlzBuGssZpGW8kxQIAlNkFFcZniZiDgoKqPpZGIDEl0eBYrPE8V4cxm5+txQswZntjbJ4jAoChQ4dKHQJROQUJiZXe96lul+pvWF4dr5YtoCtUoiAhEdlRV1Cvh2kTXNgLgwuqJUuW6H9Wq9X49ddfERgYWO3jrl+/junTp2PBggVQKBSIiSl7Z2WZTAYhRLnHGTsBQ0hICFxdXY16TGnWMi3j3VL+ygAA9OnRG/c0KzvW1VIxFxYWAkCl92Nperop/r5+3qBYrPU8V4Uxm5+txQsw5pqobvpZqZia58ixVZcjiSxNp1ajMDkFbg0aVL+xibxatQAApBw/CXVmVoXXTzkSgwuqBx54oMzvvXr1wvjx4zFz5sxKHxMREYHZs2dj0aJFGDZsGM6cOYPU1FT9+uTkZAQGBiIoKKjM8pSUFCaxYreSbwOApNdQzZ49G0Dl99jgkD8isgem5Dmi6nIkkaUVJiUDOh08GpmvoPIMDobMSY7b+38CAHi3b2u2Y9kCgwuqu2VkZCA5ObnS9YmJiXjhhRewZs0a9OzZEwDQqVMnxMTEIC4uDo0bN8b+/fsxZswYNGrUCK6urvpvT3fv3o3evXubGppdiU9NQB2POvob6Eph7NixVa738ayDnIJcaHVaOMlNu8CRiMjaVJfniIDqcySRpRXcLr4HVQXXUNUWJ1cXeDRpgrzYOMhdXPRTqTsqk6+hSkhIwLhx4yrd/ssvv4RSqSwz69H48eOxcuVKvPjii1AqlQgNDcXgwYMBAO+99x7Cw8ORl5eHDh06YNKkSca2xS7FJ99G43rm+4MwxMCB5e8rUJqvlw+EEMjJz4Wvl4+FoiIiql3G5jkioPocSWRp+inTzdhDBRTdjyovNg512rSCXGFyH41dMOkaKplMBj8/P7RsWXSn5NjYWDRr1qzM9uHh4QgPD69wX3v37i23rF27dtixY4eh4TiM+NTbaFZf2qkmc3NzAQBeXl4VrvfxLCqiMnOzWFARkc0yNs8RAdXnSCJLK0hIhNzVFS5+fmY9jlerFkg6fATe7R37+imgBtdQlfbyyy9j165dtRIQ/UcIgVspt/FQSE9J45g7dy6AyseHlwxHzOLNfYnIhjHPkSmqy5FElpafkAD3hvWNnuDNWHVaFX3h5OjXTwE1uIaqtIpm6aOaS8/JQIGyUNIJKYCioZpVKemVyszjxBREZJ+Y56gy1eVIIksruF3xPahqm1+3+9B+/lwE9n7I7MeydrVSUJm7AnZUt1JKZviT9hqqfv36Vbm+pKDK4kx/RGSnmOeoMtXlSCJLEkKgIDERft26mP1YMicnNBw22OzHsQVyqQOgysWnFM3S0kTiHqrMzExkZmZWut6bQ/6IiMhBVZcjiSxJlZ4BXaHSIj1U9B/HnpLDysWnSH8PKgCYP38+gOqvocrMZUFFRESOpbocSWRJ+hn+Gpp3hj8qiwWVFYtPuY26Xr7wcveUNI6nnnqqyvUuCmd4unkgi9dQERGRg6kuRxJZUsk9qDwasYfKkmqloOJUsuZxK+W25NdPATDoJss+nt4c8kdEdot5jipjSI4kspSCxERAJoNbUKDUoTgUgwuq1NRUbN++HWlpaWWWh4eHY82aNbUeGBVdQ9W2SWupw9A/5/7+/pVu4+Ppg0xOSkFENox5jkxhSI4kspSC24lwCwyA3MVF6lAcisEF1csvvwxvb2+0a9eOsx1ZgE6nQ3xqAh65L1TqUPDaa68BqHp8uK+XN6dNJyKbxjxHpjAkRxJZSkFCIq+fkoBRPVSbN282ZyxUSmpWGlRqleQz/AHAlClTqt3Gx9MbNxJjzR4LEZG5MM+RKQzJkUSWUpCYiHo9e0gdhsMxuKAKCAhAZmYmfH19zRgOlbhlJTP8AUCvXr2q3aZoyB+voSIi28U8R6YwJEcSWYImvwCq9Ay4N6wvdSgOp9qC6q233gIAODk54bHHHkOvXr3g7OysXx8eHm6+6BxYyZTp1tBDlZSUBAAICgqqdBtfLx8O+SMim8Q8RzVhSI4ksoSCxJIp06Wf0MzRVFtQlXxT17VrV3Tt2tXc8VCxkh6qRvWkHwe7ZMkSAFWPD/fx9IZKrUKhqhBuLm6WCo2IqMaY56gmDMmRRJaQcfYcAMCjSWOJI3E81RZUs2bNAgCo1Wr89NNPGDFiBFJSUvDjjz9i0qRJZg/QUcWnJKCejz/cXd2lDgXPPvtstdv4ePkAADJzs1DfjwUVEdkO5jmqCUNyJJG55d+KR/SXX8O/+/3watVC6nAcjtzQDd98800cOXKk6EFyOSIiIvD222+bKy6HF59yG43rWUeX7QMPPIAHHnigym18Pb0BgFOnE5HNYp4jUxiSI4nMSafR4tLbqyF3cUH7+XM5S6kEDJ6U4u+//8b+/fsBFN1r4cMPP8TIkSPNFpiji09NQMcW90gdBgDg9u3i4YeNKr+ey6e4oOLNfYnIVjHPkSkMyZFE5nTz/7Yh+/IV3PP6a3Ctx/uhScHgHiq1Wg2VSqX/XaPRmCUgArQ6LRJSE9G4nnW8OS9btgzLli2rchvf4iF/LKiIyFYxz5EpDMmRROaScz0aNzZtRmDfUNR/pK/U4Tgsg3uo+vTpg2eeeQYjR46ETCbD/v370bt3b3PG5rCSMlKg1mrQONA6CqoZM2ZUu42P53/XUBER2SLmOTKFITmSyBx0KhUurVgFZ29vtHv5RanDcWgGF1Tz58/Hd999h99++w0KhQIDBgzAE088Yc7YHNat5HgAsJprqO67775qt+GQPyKydcxzZApDciSROdz432bkxcSi06q34OzjLXU4Ds3ggio2NhaTJk0qM+PR0aNHERoaapbArE12fg7cXdzgrHCufuMaik9NAAA0sZIeqri4OABAcHBwpdt4uXvCSe7Ee1ERkc1y9DxHpjEkRxLVNk1eHm5u3Y4GgweiXg9OiiI1g6+hmjhxIg4cOACgaFz5O++8g6VLl5otMGsihMCQhWOwYc8XFjlefPJtyGQyNPSX/h5UALBixQqsWLGiym1kMhl8vbyRxSF/RGSjHDnPkekMyZFEtS3rchSEVoeg/rxuyhoY3EP19ddfY+7cuTh58iQuX76MFi1aYO/eveaMzWqkZacjIe0OLty4ZJHjxacmIMg3AK7OLhY5XnVK7tFSHR9PH2Tl5Zg5GiIi83DkPEemMzRHEtWmzAuXALkcPve0lzoUghE9VK1bt8YzzzyD3bt3IyUlBTNmzIC3t2OM14y9cxMAcCMx1iLHu5VyG40DrGO4HwB07NgRHTt2rHY7H09vTkpBRDbLkfMcmc7QHElUm7IiL6FOqxZQeHhIHQrBiB6qOXPm4OrVq9i+fTtu3LiByZMnY9q0aZgyZYoZw7MOcUlFBdWtlNtQadRwqcF1VDcSY5GYdqfKbWIS49Drnu4mH6O2RUdHAwBatmxZ5Xa+Xj5IzUqzREhERLXOkfMcmc7QHElUW3QaDbIuR6Hh0MFSh0LFDC6o3N3dsWvXLsTFxWHo0KFo27YtwsPDHSLRxCbdAlB0f6hbyfFo2bC5SftRadQYET4eeYX51W7bqpFpxzCHVatWAQA+++yzKrfz8fRBdEKMJUIiIqp1jpznyHSG5kii2pJ7PRq6QiV87w2ROhQqZnBBNW7cOPTv3x8KhQJbtmzBhAkTsGHDBnPGZjVi79yETCaDEALRCbEmF1T/3r6BvMJ8zB07C93bd610O7lMjntb3GNquLVuzpw5Bm3HIX9EZMtMyXPr16/HTz/9BAAIDQ3F/PnzLREqWRFDcyRRbcmMLLqm3+de6/ms6OgMvoZq9erV2LRpE3x9fVG/fn2sXr0ab7/9tjljsxpxSTfRqUXRtwA3Ek3vgYmKuwIAGNp9AB5o17XSf93adrGaCSkAoEOHDujQoUO12/l6eSOnIBdandYCURER1S5j89zJkydx/Phx7Nq1C7t378alS5fwyy+/WDBisgaG5kii2pJ5MRJu9YPgFlBP6lComMEFVWFhIVq1aqX/PTQ0FBqNxixBWRMhBGLv3MS9Le6Bv7cfYu7Embyvy3FX4ebihmb1m9ZihOZ37do1XLt2rdrtfDx9IIRATn6uBaIiIqpdxua5gIAALFy4EC4uLnB2dkbLli2RkJBgiVDJihiaI4lqgxACWRcvc7iflTF4yJ9CoUBWVhZkMhkA4MaNG/qfq5Kbm4vx48fjk08+QePGjXHy5Em88847UCqVGDJkCF5++WUAQFRUFMLDw5Gbm4tu3bph2bJlUCgMDs9s0nMykFOQi+b1m6JFg2Y1munvctxVtGvSGk5yp9oL0ALee+89AIZcQ1U0G1ZmbhZ8vXzMHhcRUW0yNs+1bt1a/3NsbCwOHDiALVu2GHXMyMhIAEBERIQJEVsHR4+95B5UixcvrvG+jGGr591W4wasI3ZtahpU6enI8qljVDzWELupbCF2gyuWmTNn4qmnnkJqairmzp2LEydO4M0336zyMefPn0d4eDhiY2MBFH37t2jRImzevBkNGjTA9OnT9Xehf/XVV/HWW2+hc+fOWLRoEbZt24Ynn3yyRo2rDXHFE1IEBxUVVL+e+92k/QghcDnuCsJ62t6MLK+88opB25UUUVl52eYMh4jILEzJcwBw/fp1TJ8+HQsWLECzZs2MOmZISAgiIyPRtWvl19Vas4iICIePfeXKlQCANm3a1HhfhrLV826rcQPWE3viwUO4DKDjsCHwamHYNf3WErsprCV2pVKp/wKsIgYXVH379kWLFi1w4sQJ6HQ6PP/882WGRlRk27ZtWLp0qf4i3QsXLiA4OBhNmjQBAISFheHgwYNo1aoVCgsL0blzZwDAo48+inXr1llFQVUyxK9Z/aZo3iAYadkZyMrL1vfGGOp2agKy83PQIbidOcI0K0OTRElBlZnHiSmIyPaYkuciIiIwe/ZsLFq0CMOGDbNQpGRNLFlIEWVevASFlxc8mwVLHQqVYtSYuuDgYAQHG/4ElnSDl0hOTkZAQID+98DAQCQlJZVbHhAQgKSkJGNCM5u4pFuQy+RoHNAILRo0A1B0L6kurYy7id/luKsAgPbBbWs7RLO7fPkyAFR70W1JkZnFmf6IyEYZk+cSExPxwgsvYM2aNejZs6eZIyNrZWiOJKoNmRcvwSekA2Ryg6dBIAuw6EVKQohyy0qmI69ouTGq6oYzVEVjNM9d/gf1vP1x8fwFFKTnAQAOnzoCXZbaqH3/eup3yGUyFKTmIiKr9saCWmJcqaHjw7Pyi4b6XYy6hEauQZVuZwtjYe/GmM3P1uIFGLOj+/LLL6FUKvVDvgBg/PjxeOKJJySMiixt7dq1AHgfKjI/dVY28uNuosHAR6QOhe5i0YIqKCgIqamp+t+Tk5MRGBhYbnlKSgoCAwON2ndISAhcXV1Njq2yMZo5u3PRtmlrdO3aFfdq1HD6ZgmEq8zo8ZyfHv0GzRs0Q68evUyO8W6WGlf67rvvAqj+LvBqjRr4BPD286k0LmsZC2sMxmx+thYvwJhrorqx6LYiPDwc4eHhUodBEluwYIHUIZCD4P2nrJdF+ws7deqEmJgYxMXFQavVYv/+/ejduzcaNWoEV1dX/Tenu3fvRu/evS0ZWoWEEIi5cxPBQUXXfLkonNEksLFJM/1djruKDjY43A8oKqSqK6YAwFnhDE83D2TxGioiInIQhuZIoprKungJMoUC3u1s8/OkPbNoD5WrqytWrlyJF198EUqlEqGhoRg8uGjWu/feew/h4eHIy8tDhw4dMGnSJEuGVqGM3Ezk5Oegean7RrVoEGx0QZWZm4XbqQl4qv/jtRyhZVy4cAEA0LFj9deN+Xj6cJY/IiJyGMbkSKKayIy8hDptWsOpBiOyyDwsUlAdPnxY/3PPnj2xd+/ectu0a9cOO3bssEQ4Bou7cxNA0ZTpJZrXb4YTkaeh0+kgN/CCwKjiCSlscYY/AFi/fj0Aw8aH+3r5IJOTUhARkYMwJkcSmUqrVCH7yjU0GTNS6lCoAtLfOdeKxRbfg6pZ6R6qhs2gVCuRkHYHjQMaGrSfyzdtd4Y/wLibFfp41uG06URE5DAsfUNfckw5V69BqNXwDeH1U9aIBVUVYu/E6adML1F66nSDC6q4Kwj0DUCAj785wjQ7Y6bK9/H0wY3EGDNGQ0REZD2MyZFEpuKEFNaNk9hXIS7pFhrWqw9XZxf9shb1i944S274awhbnpACAM6dO4dz584ZtG3RkD9eQ0VERI7BmBxJZIqkw0dxc8t2eDZvBhdfX6nDoQqwh6oKRTP8NS2zLMC3HrzcPA2emEKpVuHf2zfQr/PDZojQMj755BMAho0P9/H05pA/IiJyGMbkSCJjqDIycHXNeiQfPYY6bdvgnkXzpQ6JKsGCqgpxSTcR1nNwmWUymQwtGjbDjYRYg/ZxPf5faLQatLfRCSkAYOnSpQZv6+vlA5VahUJVIdxc3MwYFRERkfSMyZFEhko6fBRX166HJj8fLac9jabjH4dc4SR1WFQJFlSVyMzNQlZedrkeKgBoXj8YZ6/9Y9B+LhfP8HdPM9stqBo1alT9RsV8PL0BFJ2/+n4sqIiIyL4ZkyOJDHFzxy5c/2gj6rRtgw6vvQKv5s2kDomqwWuoKlFyjVTpGf5KtGjQDAlpiShUFVa7n8txV+Hh6o7gwCa1HqOlnDlzBmfOnDFo29IFFRERkb0zJkcSVScr6gr+3fg56j3UE902fMhiykawh6oScSVTplfQQ9WiQTMIIRBz5ybaN21T5X4ux11B+6ZtDb5nlTX64osvAAAPPPBAtdv6evkAAG/uS0REDsGYHElUFXVOLiKXvQ3Xev7osPAVDvGzISyoKhF35yZkMhmaBJTvym/eoHimv8TYKgsqnU6HqLirGPXQcLPFaQnLly83eFtfTxZURETkOIzJkUSVEULgyrtroExOQdePPoBznTpSh0RGYEFViZikm2jo3wCuLq7l1jUvnjq9upn+4lMTkFuYZ9NTpgNAUFCQwdt6c8gfERE5EGNyJFFlbu/Zj+Sjx9BqxrPwuae91OGQkVhQVSLuzk00C6r4uicPNw808AsqU1AVqgrx05lfkZ6TAblMDoWTE6KLZwLsYMMz/AHAyZMnAQC9evWqdlsO+SMiIkdiTI4kqkjO9Whc//gT+He/H03HjZU6HDIBC6pKxCbdxLDuAytd37xBMGIS45CSmYrNv27Fd79uQ3pORrntvD3qoG2TVuYM1ew2bdoEwLBk4enmAYWTgveiIiIih2BMjiS6myY3D5HLVsDZ2xsdFr0KmQ1fc+/IWFCh6Oa7ao1a/3tmbhYyc7MqnDK9RIsGzbD195146KVBUGs1eKRLKJ4ZMhEdgttCq9NBo9NCp9PC083T5u/H9M477xi8rUwmg49nHWRxyB8RETkAY3IkUWlCq0Xkm2+jICERXdasgouvr9QhkYlYUAF4/M3JiL4dg2EXBmFUr2FwK75uqqqCqnv7+7Hn5F6leIIAAEIPSURBVE8Y9eAwPD14gv66Knvk7+9v1PY+nj7IyssxUzRERETWw9gcSVTi38++Qtrpv9B23mzU7dRR6nCoBlhQAVj+dDje//4j/Pjnz9h2ZJe+R6l5BfegKjG8xyAM7zHIUiFK6o8//gAA9O7d26Dtfb18OCkFERE5BGNzJBEAJB78BTe3bEejUWFoPMK2Z4MmFlQAgI4t7sHsIdPQIaQDfvv7D+w9eQApmakIrqKgciTffvstAMOThY+nN1Kz0swZEhERkVUwNkcSZV2KQtR7a1G3Sye0eXGm1OFQLWBBVYq7q7tD9TwZavXq1UZt7+Ppg+iEGDNFQ0REZD2MzZHk2AqTU3AhfBncAurh3mVLIFfwo7g94LNI1fI18iJJXy9vDvkjIiKHYGyOJMckhEDKsRO4vv4TaAsK0OWDlXD28ZY6LKolLKioWocPHwYA9OvXz6DtfTy9kZ2fA61OCye5kzlDIyIikpSxOZIcT378bVz78GOknTkLrxbNEbJ0MbyaN5M6LKpFLKioWlu2bAFgTEFVdHPfnPxc/Y1+iYiI7JGxOZIch1apQuy33yPu/7ZD7uyM1i/ORONRIyBX8Mtme8OCiqr1wQcfGLV9SRGVmZvFgoqIiOyasTmSHINOo8HFpcuRduo06g94BK1mPgtXTrFvt1hQUbW8vLyM2t7Hs2hMcGYer6MiIiL7ZmyOJPsndDpcfuddpJ06jbbzZnNadAcglzoAsn6HDh3CoUOHDN6+pFcqKy/bXCERERFZBWNzJNk3IQSurl2PpF9/R8vpz7CYchDsoaJq7dixAwAwcOBAg7Yv6aHK4kx/RERk54zNkWTfbny5Cbf37EfwE4+j2ZPjpA6HLIQFFVVr3bp1Rm2vH/KXyx4qIiKyb8bmSLJfcVt3IHbz/6Hh8CFoOf0ZqcMhC2JBRdVyc3Mzant9DxWH/BERkZ0zNkeSfbq1Yxf+3fAZAvuGot3c2ZDJZFKHRBbEgoqqdeDAAQDA0KFDDdreWeEMLzdPZHFSCiIisnPG5kiyPze378T19Z8g4KFeuGfxfMicOC26o2FBRdXavXs3AOOShbenNzJ5DRUREdk5U3Ik2Y+b237A9Y8/RUDvhxCydBHkCn60dkRW9azv27cPGzduhFqtxpQpUzBhwgSpQyIAGzZsMPoxvl4+HPJHRA6BucuxmZIjyT7EbdmOfzd+joDQhxDyOospR2Y1z3xSUhLWrFmDnTt3wsXFBePHj0f37t3RqlUrqUNzeAoT3iB8vbx5HyoisnvMXWRKjiTbpFOpkBd3C7nRN5B54SISfjyIwD69cc+ShSymHJzVPPsnT55Ejx494OvrCwAYNGgQDh48iFmzZkkbGGHfvn0AgLCwMIMf4+3hjeiEGHOFBCEEdEIHnU4HnRCAEGY7lkqjhlKtgkwmQ8klpndfbCqXyYvWV3ERqhCi6B+E/nedEBA6HXRCByEE5HI5ZDI5nORyOMmdIJPJIMR/25cw5FhanVZ/fkSpc/XfeSv6f8m2Wp0OuuL/a3VaCCEgk8kgL45FXny8krhLYi46L0XxyGUyCOC/YxcfpyJF2xedt9vpifAt9XopOVc6oStzjvTHLXneS85F0Q9lYin9fIm7zr9Op4NGq4GuuK2ln9OSR2mFTt+O0v8vOU/RN24gLj8BAgJCVxRX6fPlJJdDXnzenOROkMvlkMvk+vOIUrFpdVpotdri/Wv1ccjkcsgA/WMBGeTyovMmSj0HJc/l3fstfd60Oi1iYmJwI/eW/nFl/qHkZxTvT6s/31qtFmqtBlqtBhqtBu2atkFYzyGVvv4cCXMXmZIjyXx0Gi10ykJoC5XQqVSQKRSQOztD7uJS9E/hVJRPdUW5ROgEhEZdtL1SCW1hIbQFhShMSUFhUnLxvyRk/3sDR1JSIbRF79FyF2c0HDYYbee+BLmC10w5OqspqJKTkxEQEKD/PTAwEBcuXJAwIiphSrLwq1MXB2//ihZPdSq7QgCo4cQ3pQsLa1P6A33pD6nmPmZp1nx+yPYpnBTo3q4rC6piUuWuzAuRuPL+h/oPd7XN0PcRpbIQJ11tc5a72or9i9MnAQD+W3bWeF+GMjV2Q2aeM2cOURYW4qSrq/EPLP7iR//lafEXbUKrg9Bpi/6v1UKnUkFoNLUas5O7O9zqB0LuVxeN+/eDV8vm8GrRAu6NG7GQIj2rKagq+gM2ZsrJyMjIGscQERFR431YmiVinj59utHH6t60C9Q9lGbrOCrpCZCX6pUwl6KiqOgnoPxrtWhVcW+TEBDQQQig6OVbUmAV/ywr7gEpfm2X9FjIKuz90RUfq+TxRY8tHY8QRfHd3f6S3qKinpqiY5TuRfvvd3mZ30v3oshkcqC4N0dX/P+imGX6x8lQqvenuHiUyWSQQ/Zfr4qs/LNTcs7+6xURpf7eZaWOUxKvvGiZXA45So5fvK/ic1C0v5KfUSaeknOH4vPvpG9nUZv1cRXvA0IU9S4V9waVPjdOxT+XvO7+Ox/4r3endC9g6Z4knU7fQ1laUQ+gXB8XSrVDJ3T651wIHQQAnU5X6jn+77m4+z2z5NyV3q6oh+y/16L+76fUPuT6bYva5SRX6GMrOYYtvl+aQ23lLmPPpzYpGSr/uoCu4h7g2lF9O5wA1O7HV8uprdjnDR8B1NK+DGVa7MYkZPPkVCcAGoN2XcFGRW9QxT8X5025vKgnv/gfFArIXF0AZ2fIXFwAhROg1QEaTVGhpdFAaLVFj5XJgOIcBYUTZC4ukDk7Ay7OkDk7Q+7jA1ldX8jc3SCTyeAMILP4H9JSiv7ZEFt+z7aF2K2moAoKCsLZs2f1vycnJyMwMNDgx4eEhMDVlG89ikVERKBr164mP14K1hxzVwAjBgwvt9yaY64MYzY/W4sXYMw1oVQqa+VLMGtQG7krMjLStOdlqPS9hNbymjIFY7c8W40bYOxSsZbYq8tb8krXWFivXr1w6tQppKeno6CgAIcOHULv3r2lDouIiKhSzF1ERGRVPVQvv/wyJk2aBLVajbFjx6Jjx45Sh0VERFQp5i4iIrKaggoomvSAs+QQEZEtYe4iInJsVlVQmaLkgmCVSlXjfSmVyhrvw9IYs2UwZvOztXgBxmyqkvdrR56R8u7cZQ3Pi6kYuzRsNXZbjRtg7FKxhtiry1syYeMZLScnB9euXZM6DCIiMlKbNm1Qp04dqcOQBHMXEZHtqSxv2XxBpdPpkJeXB2dnZ6OmqiUiImkIIaBWq+Hp6Vlm2npHwtxFRGQ7qstbNl9QERERERERScUxvxokIiIiIiKqBSyoiIiIiIiITMSCioiIiIiIyEQsqIiIiIiIiEzEgoqIiIiIiMhELKiIiIiIiIhMxIKKiIiIiIjIRHZfUOXm5mL48OGIj48HAOzcuRNDhw5FWFgY3nrrLWg0mjLbX758GSEhIfrfVSoVXn31VQwZMgSjR49GdHS01cS8e/duPPTQQxg5ciRGjhyJNWvWAAASEhIwYcIEDB48GDNnzkReXp7VxJycnIznnnsOo0aNwvjx4/XbZ2dn47nnnsOQIUMwYcIEpKSkSB5vWlqa/tyOHDkS/fr1Q5cuXSSJ19CYASA+Ph4TJkzAyJEjMXHiRNy+fRuAdb+WL1y4gDFjxiAsLAzTp0/Xn09Lx7x+/XoMGzYMw4YNw+rVqwEAJ0+eRFhYGAYOHKj/GwOAqKgojBkzBoMGDcLixYv1bbH0358xMZdYsGABdu7cqf9divcMR2CL+cfY2K0pDxkbu7XkI2Njt7bcZGjcgHXlJ2Njt5Y8VcIW85UpsZew+rwl7Ng///wjhg8fLu655x5x69YtER0dLR5++GGRlJQkhBBi6dKl4quvvtJvn5+fL8aNGyfatGmjX/bFF1+IJUuWCCGEOHPmjBg7dqzVxPzmm2+Kffv2ldvHc889J/bv3y+EEGL9+vVi9erVVhPz5MmTxffffy+EEOL7778XL730khBCiGXLlolPP/1UCCHErl279MuljreEVqsVTz31lNi7d6/F4zU25ldeeUV89913QgghvvnmGzFv3jwhhPW+lnU6nQgNDRWnTp0SQgjx448/iunTp1s85hMnTohx48YJpVIpVCqVmDRpkti3b58IDQ0VN2/eFGq1WkydOlUcOXJECCHEsGHDxN9//y2EEOK1117Tn3NL/v0ZG/OdO3fE9OnTRceOHcUPP/yg34+l3zMcgS3mH1Nit5Y8ZErs1pCPTI29hNS5ydi4rSU/GRu7teSpEraYr0yN3Vbyll33UG3btg1Lly5FYGAgAODq1avo3Lmz/ve+ffvi119/1W+/cuVKTJkypcw+jhw5ghEjRgAA7r//fmRkZCAhIcEqYr548SJ2796NESNG4JVXXkFWVhbUajX++usvDBo0CADw6KOP4uDBg2aL15iY09PTceXKFYwfPx4AMGbMGMyZMwdA0XkOCwsDAAwfPhx//PEH1Gq1pPGW9sMPP8Dd3V0foyXjNTZmnU6H3NxcAEBBQQHc3Nz0MVvjazkjIwOFhYXo0aOHfvnx48ehUqksGnNAQAAWLlwIFxcXODs7o2XLloiNjUVwcDCaNGkChUKBsLAwHDx4ELdv30ZhYSE6d+4M4L+/M0v//RkTMwDs27cPjzzyCIYMGaLfhxTvGY7AFvOPKbFbSx4yNnZryUemxF6a1LnJ2LitJT8ZG7u15KkStpivTIkdsJ28ZdcF1YoVK9CtWzf97+3atcP58+eRmJgIrVaLgwcPIjU1FQDw22+/obCwEIMHDy6zj+TkZAQEBOh/DwgIwJ07d6wi5oCAALz44ovYs2cPGjRogDfffBMZGRnw8vKCQqHQb5OUlGS2eI2J+datW2jYsCHefvttjBgxArNnz4azszOAsudZoVDAy8sL6enpksZbQqvVYuPGjZg3b55+mSXjNTbml156CZs2bcLDDz+Mr776CtOmTSsXM2A9r+W6devCw8MDx48fBwD8+OOPUKvVyMjIsGjMrVu31iec2NhYHDhwADKZrMzxAwMDkZSUVGFcSUlJFv/7MyZmAHj22Wfx2GOPldmHFO8ZjsAW848psVtLHjI2dmvJR6bEXsIacpOxcVtLfjI2dmvJUyVsMV+ZEjtgO3nLrguquzVv3hzz5s3DzJkzMWHCBLRt2xbOzs5ISUnBxo0bsWTJEoP2I5db7rRVFjMAfPzxx+jUqRNkMhmeffZZ/PHHHxBClNuHTCazWLxVxazRaHD58mX06tULe/fuxSOPPIKFCxdWuh9LneeqzjEAHDt2DM2bN0fbtm2r3I+1vC4WLFiAN998E8eOHcOyZcswa9asCl8X1hKzTCbDunXr8Omnn2LUqFHIycmBr69vmefAkjFfv34dU6dOxYIFC9C0adNy62UyWaV/Z1L9/RkSc2Ws4T3DEdhi/ilhi3mohK3lo9JsMTcBtpmfSthKniphi/mqhL3lLYcqqJRKJTp27Ijdu3djy5YtaNiwIZo0aYIjR44gMzNTf6EkAIwcORK5ubkIDAwsc1FnSkqKvitYyphzcnKwadMm/XZCCCgUCvj5+SE3NxdarVaSeKuKOSAgAJ6enujbty+AouEIFy5cAFD0bUTJN1gajQa5ubnw9fWVNN4Sv/76K4YOHVrmMVLGW1XM6enpuHHjBvr37w8AGDRoEFJSUpCRkWG1r2Wg6JvUzZs3Y/fu3Rg9ejR0Oh18fX0tHnNERASmTJmCefPmYfTo0QgKCirzjXBycjICAwPLLS+JS4q/P0Njrow1vGc4AlvMP9XFbs15qLrYrTUfGRJ7CWvMTYBt5qfqYgesJ0+VsMV8ZWzslbGm95gSDlVQ5efnY/LkycjNzYVKpcLmzZsxdOhQPPbYY/j111+xZ88e7NmzBwCwZ88eeHl5ITQ0VL/s7NmzcHV1RcOGDSWP2cPDA1988QXOnz8PAPj2228xYMAAODs7o1u3bjhw4ACAohmYevfubbF4q4q5adOmCAoKwtGjRwEAv//+O+655x4AQGhoKHbv3g0AOHDgALp161bpNz+WirfEP//8U2ZIgNTxVhVz3bp14erqirNnzwIoetPy9PSEn5+f1b6WAWDRokX6DzNfffUVBg8eDLlcbtGYExMT8cILL+C9997DsGHDAACdOnVCTEwM4uLioNVqsX//fvTu3RuNGjWCq6srIiIiAPz3d2bpvz9jYq6MNbxnOAJbzD/VxW7Neai62K01HxkSewlrzE2Abean6mIHrCNPlbDFfGVK7JWxpvcYPWnmwrCsvn37ilu3bgkhhNi2bZsYOnSoGDhwoFi3bl2F25eeZamwsFDMnz9fDB06VIwaNUpERkZaTcx//fWXGDVqlBg8eLCYMWOGyM7OFkIIER8fL5566ikxZMgQMXXqVJGZmWk1MUdHR4unnnpKDBs2TIwbN07ExMQIIYTIyMgQ06dPF0OHDhXjxo3T70fqeIUQomPHjqKwsLDMMiniNTTm8+fPi7Fjx4rhw4eLcePGiUuXLgkhrPu1fP78eTFq1CgxaNAgMXv2bJGTk2PxmJcvXy46d+4sRowYof/3/fffi5MnT4qwsDAxcOBAsWLFCqHT6YQQQkRFRYkxY8aIwYMHi7lz5wqlUimEsOzfn7Exl1iwYEGZ2ZKkes9wBLaYf0rYYh4yJnZrykfGxi6EdeUmQ+O2tvxkbOxS56kStpivTI29hLXnLZkQlQxeJSIiIiIioio51JA/IiIiIiKi2sSCioiIiIiIyEQsqIiIiIiIiEzEgoqIiIiIiMhELKiIiIiIiIhMxIKKiIiIiIjIRCyoiIiIiIiITKSQOgAiRxMeHg4/Pz/MnTsXALB37178/PPPGDNmDDZu3Ai1Wg03NzcsWLAAXbp0QWpqKl5//XWkpaUhJSUFjRo1wtq1a+Hv749+/fqhY8eOuHr1KubOnYsBAwZI3DoiIrI3zFtEVWMPFZGFTZgwATt37oRGowEAbN26FQ8//DDWrFmDzz77DLt378by5cvx4osvIj8/Hz/++CM6d+6MrVu34rfffoObmxv27Nmj31/r1q3x008/MSkREZFZMG8RVY09VEQW1r59ezRu3BhHjhxB8+bNkZycDK1Wi+TkZEyZMkW/nUwmw82bNzF58mScPXsW//vf/xAbG4vr16+jU6dO+u26desmQSuIiMhRMG8RVY0FFZEEJkyYgB9++AHNmjXD448/Dp1Oh549e2Lt2rX6bRITExEYGIh3330XFy5cwJgxY9C9e3doNBoIIfTbeXh4SNACIiJyJMxbRJXjkD8iCQwaNAhRUVE4dOgQxowZgx49euDEiROIjo4GABw9ehQjRoyAUqnE8ePHMXnyZIwaNQr+/v44efIktFqtxC0gIiJHwrxFVDn2UBFJwMXFBYMGDUJqair8/Pzg5+eHN998E3PnzoUQAgqFAhs3boSHhwdeeOEFrF69Ghs2bICTkxPuu+8+3Lx5U+omEBGRA2HeIqqcTJTugyUii8jPz8dTTz2FpUuXlhlXTkREZI2Yt4gqxyF/RBZ27Ngx9OnTB927d2dSIiIiq8e8RVQ19lARERERERGZiD1UREREREREJmJBRUREREREZCIWVERERERERCZiQUVERERERGQiFlREREREREQmYkFFRERERERkIhZUREREREREJmJBRUREREREZCIWVERERERERCZiQUVERERERGQiFlREREREREQmYkFFRERERERkIoXUARDZmosXLyI8PLzMsqSkJNSpUwfNmjXDggUL0KpVK4P2dfr0aSxfvhz79+83Koa2bdvi1KlT8PPzM+pxRERERFS7WFARGenee+/Fnj179L9HR0fjySefxIIFC9C/f38JIyMiIiIiS+OQP6IayMjIwPTp0zF16lT0798f/fr1w8WLF3H69GmMGzcOL774IgYPHozRo0fj8OHDePrpp9GnTx+8/fbb+n3k5+dj9uzZGDlyJCZOnIiYmBgAQExMDJ5++mmMGzcOffv2xcyZM6FUKvWPW7t2LUaPHo2RI0fi999/h1arRY8ePRAXFwcA+Oyzz9C3b1/99k8//TSOHj2KnJwcLFy4EI8++ijCwsLw9ttvQ6PRWOiMEREREdkXFlREJtJoNHjppZfQuXNnTJ8+vdz6ixcvYubMmTh48CD8/f3x2Wef4dNPP8XOnTvx/fffIykpCQCQmJiIKVOmYM+ePRg+fDjmz58PANi2bRtGjRqFrVu34tChQ4iPj8eRI0f0+2/cuDF27dqFd999FwsXLkRWVhb69u2LY8eOAQCOHTsGtVqNmJgY5OTkICoqCj179sTbb7+Ne+65Bzt37sTu3buRkZGB//3vf+Y/YURERER2iEP+iEy0YsUKFBYWYsWKFRWub9y4MTp06AAAaNq0KerUqQMXFxf4+fnB09MTWVlZAIquh7rvvvsAAKNHj8Ybb7yBnJwcvPrqqzhx4gQ+//xzxMbGIjk5Gfn5+fr9P/HEEwCANm3aoGXLlvj7778xYMAAbNmyBaNGjUJycjKGDx+OkydPwsfHBw8//DBcXFxw5MgRXLx4ETt27AAAFBYWmu0cEREREdk7FlREJtiyZQsOHz6MHTt2wNXVtcJtXFxcyvyuUFT85yaXl+0olslkUCgUmDt3LrRaLYYMGYI+ffogMTERQogKHyeEgEKhQI8ePRAeHo6jR4+ie/fu6NWrF/7v//4P7u7uGDp0KABAp9Phww8/RMuWLQEA2dnZkMlkxp8EIiIiIuKQPyJjnTlzBh988AE2bNiAgICAGu/v6tWriIqKAgBs3boVXbt2hbu7O44fP44XXngBQ4cOhUwmw/nz56HVavWP27VrFwDg0qVLiIuLQ6dOneDq6or7778f69evx4MPPogHHngA//zzD86ePYuHH34YAPDQQw9h06ZNEEJApVJh5syZ+Pbbb2vcDiIiIiJHxB4qIiN9/PHHAIBFixaVW1e64DFUixYtsH79ety6dQv+/v5YuXIlAODll1/GCy+8AB8fH7i7u+P+++/HzZs39Y+7desWRo0aBZlMhg8++AC+vr4AgAEDBuDQoUPo0aMH3Nzc0K5dO/j4+Oh70hYvXowVK1YgLCwMarUavXr1wrPPPmt03EREREQEyETpMURERERERERkMA75IyIiIiIiMhELKiIiIiIiIhOxoCIiIiIiIjIRCyoiIiIiIiIT2fwsfzqdDnl5eXB2dua9dIiIbIAQAmq1Gp6enuXuw0ZERGRrbL6gysvLw7Vr16QOg4iIjNSmTRvUqVNH6jCIiIhqxOYLKmdnZwBFidnFxcXgx0VGRiIkJMRcYdk8np/q8RxVjeenao58flQqFa5du6Z//yYiIrJlNl9QlQzzc3Fx0d+41FDGbu9oeH6qx3NUNZ6fqjn6+eEwbSIisgccvE5ERERERGQiFlREREREREQmsvkhf1XR6XSIj49HXl5euXUKhQJRUVESRGUbDD0/zs7OCAwMhLe3twWiIiJzEEIguzARPu4NpQ6FiIjI5th1QZWamgqZTIa2bduWm5o3Ly8Pnp6eEkVm/Qw5P0IIFBQU4Pbt2wDAoorIRl1O2o+zN79G39bz0bTuA1KHQ0REZFPseshfZmYmgoKCeJ8TM5HJZPDw8ECjRo2QnJwsdThEZAKdToPLd/YDAP6M/RwqTfkefSIiIqqcXVcaWq2W0/JagLu7O9RqtdRh2KT169dj/fr1UodBDiw2/RTyVWno1OhxFKqzEHHrW6lDIiIisil2PeQP4LS8lsBzbLqsrCypQyAHJoTApTv74O3WEJ0ajoVaW4DLd/ahuf9DqO99j9ThERER2QS7L6isxdmzZ7F8+fIyy65du4YXX3wRdevWxRNPPGHQfiZOnIhZs2ahe/fuBm2/c+dOnDlzBitXrjQ6ZjK/xYsXSx0CObCknMtIz7+Bns2mQyaTo0uj8biZcQYnYzZixL3vQyF37PtkERERGYIFlYV069YNe/bs0f++adMm7N69G88884zD39yTiKRx6c4+uCq80aJebwCAwskVPZtNxy9X38TPUW/Aw6VuhY/z92yJjg3HWDJUIiIiq2XX11BZq7Nnz2Ljxo1Yt24dPvvsM3z00UcAgAcffBDh4eEYPHgwJk6ciJ9++glPPvkk+vXrhzNnzugfv23bNowePRqjRo3C6dOnAQBJSUl45pln8Pjjj6Nv375477339NvHxcVhwoQJGDZsGN577z0IITBjxgwcPXoUALBmzRo8++yzAIDk5GQMHz4cALB7926MHj0aI0eOxKJFi6BUKi1yfhzJ2rVrsXbtWqnDIAeUVXAb8Zln0S5wUJmeqIY+HdGl8RPQ6pTIKbxT4b9cZYqEkRMREVkXh+mhik49gusph/W/a7U6ODnVTj3ZOqAfWtbrY9C2aWlpmDt3LlasWIGmTZuWWZeamoo+ffrgrbfewsSJE/Hrr7/i+++/x65du/D111/jgQeKpjP28PDArl27cOXKFUyfPh2//PIL9u/fj+HDh2P06NHIyclBaGgopk6dCgCIj4/Hnj174OXlhcmTJ+O3335DaGgo/vzzT4SGhuKvv/7CnTt3oNVqcezYMfTu3RvR0dHYtm0btmzZAldXV7z//vv48ssv8fzzz9fKOaMiLFJJKpeTfoRc5oy2QYPLrevYcAx7oIiIiAzkMAWVNdDpdJg3bx6GDRuG/v37V7hN795FQ28aNWqErl27AgAaNmyI7Oxs/TZjx44FALRr1w5+fn64ceMGnnnmGfz555/48ssvcf36dajVahQUFAAA+vXrBz8/PwDAkCFDcObMGTz99NOYOXMmcnNzAQBt27bFpUuX8Mcff+Cpp57CX3/9hbi4ODz++OMAALVajQ4dOpjhrDi2BQsWSB0COaiY1GNo7tcL7s4+UodCRERk0xymoGpZr0+ZXiQpbuy7fv16qNVqzJs3r9JtXFxc9D87OTlVuE3p5UIIKBQKrFy5Erdu3cLw4cPRv39/nDx5EkIIAIBCoSi3fYMGDaDT6XDo0CHcd999qFevHv78809cunQJ9913H/755x8MGTIE4eHhAIrOl1arrVH7icg6CKGDWlcAL9dAqUMhIiKyebyGykJOnDiB7du3Y82aNWUKHFPs27cPAHDx4kXk5uYiODgYJ06cwDPPPIMhQ4YgMTERSUlJ0Ol0AICjR48iOzsbSqUSP/74I3r16gWgqDds48aNeOCBB9CjRw9s3rwZnTp1gpOTE7p164ZffvkFaWlpEELgjTfewNdff12zk0DlvP/++3j//felDoMcjFYU3TfOSe5SzZZERERUHYfpoZLap59+Cq1Wi2nTppVZnpqaivHjxxu1r/z8fIwaNQpyuRzvv/8+nJ2dMX36dMyfPx/e3t7w9/dHSEgI4uPjAQAtWrTAc889h+zsbAwfPhwPPfQQAKBPnz743//+h65du8LDwwNqtRp9+vQBALRp0wazZs3C5MmTodPp0L59ezz33HM1PxFEJDmdTgMAcJLzxudEREQ1JRMl48JslFKpRGRkJEJCQspNPx4VFYX27dtX+DgphvzZEmPPT1Xn2l5FRETor3Oj8nh+qibl+SlQZWDbP9PQPXga2gUNsvjxq3rfJiIisjUc8kdE5GD+G/LHHioiIqKaYkFFJKFVq1Zh1apVUodBDkarKy6oZCyoiIiIaorXUBFJiMOdSArsoSIiIqo9dl9QCSEgk8mkDsOulcwmSMabM2eO1CGQA9L3ULGgIiIiqjG7HvLn5uamn/abap8QAiqVCrdv3+YEH0Q2hEP+iIiIao9d91A1btwY8fHxSElJKbdOpVKVuYkulWXo+VEoFPDx8UG9evUsEJX9WbFiBQBg8eLFEkdCjkTH+1ARERHVGrsuqJydndG8efMK10VERKBTp04Wjsh28PxYho+Pj9QhkAMq6aGSy+w6BRAREVkEsymRhGbNmiV1COSAtOyhIiIiqjV2fQ0VERGVx0kpiIiIag8LKiIJLVu2DMuWLZM6DHIwWp0KACelICIiqg0c8kckoaCgIKlDIAdUMimFnD1URERENWbWgurDDz/Ezz//DJlMhrFjx+Lpp5/GyZMn8c4770CpVGLIkCF4+eWXAQBRUVEIDw9Hbm4uunXrhmXLlkGhYL1H9m3GjBlSh0AOiEP+iIiIao/ZhvydOXMGf/75J/bu3YsffvgBmzdvxpUrV7Bo0SJs2LABBw4cQGRkJI4ePQoAePXVV7FkyRL8/PPPEEJg27Zt5gqNiMih6Sel4JA/IiKiGjNbQfXAAw/gm2++gUKhQFpaGrRaLbKzsxEcHIwmTZpAoVAgLCwMBw8exO3bt1FYWIjOnTsDAB599FEcPHjQXKERWY0lS5ZgyZIlUodBDobTphMREdUes2ZTZ2dnrFu3Dl999RUGDx6M5ORkBAQE6NcHBgYiKSmp3PKAgAAkJSUZdazIyEij44uIiDD6MY6E56d6tXWO7PVc22u7aotU5+eOLh4yKHDu3DlJjk9ERGRPzP715OzZszFt2jTMmDEDsbGx5dbLZDIIISpcboyQkBC4uroavH1ERAS6du1q1DEcCc9P9WrjHNnzOeZrqGpSnp8zceeRleoi2fGVSqVJX4IRERFZI7MN+YuOjkZUVBQAwN3dHQMHDsTp06eRmpqq3yY5ORmBgYEICgoqszwlJQWBgYHmCo2IyKFpdWre1JeIiKiWmK2gio+PR3h4OFQqFVQqFX777TeMHz8eMTExiIuLg1arxf79+9G7d280atQIrq6u+uEvu3fvRu/evc0VGpHVWLRoERYtWiR1GORgtEINJ14/RUREVCvMllFDQ0Nx/vx5jBo1Ck5OThg4cCCGDRsGPz8/vPjii1AqlQgNDcXgwYMBAO+99x7Cw8ORl5eHDv/f3r1HR1Hf/x9/7WZJQCLF0GysiFEBoZQCAqLSYyJUCRBC0EgNBkJOvaIQJcpFSMwBiSKmgpYTerS2eGj9KlIIEEPgiAWVeA6S9icHocoRggqYi0DboEn2Mr8/Ytam3DbpbCbsPB9/ZSezu6/5ZLK7733PfGbAAGVmZoYqGtBhXHfddVZHgA35/I10qAAAMElIv6LMzs5WdnZ2i2U333yzNm3adMa6/fv317p160IZB+hwsrKyrI4AG/IZXjpUAACYJGSH/AEAOia/v1FOOlQAAJiCggqw0Ny5czV37lyrY8BmfH6vIpxc1BcAADNwzAdgoZ///OdWR4AN+YxGuZydrY4BAEBYoKACLDRt2jSrI8CGfH6volx0qAAAMAOH/AGAzfiMRkU4KKgAADADBRVgoZycHOXk5FgdAzbTdGFfCioAAMzAIX+AhW644QarI8CG/H6PnHSoAAAwBQUVYKEpU6ZYHQE25DPoUAEAYBYO+QMAm2k65I/rUAEAYAYKKsBC2dnZys7OtjoGbMZneBTh4AAFAADMcMF31JUrV5739zNnzjQtDGA3t9xyi9URYDN+wyfD8NGhAgDAJBcsqE6ePClJOnTokA4fPqzbbrtNLpdL27dvV79+/UIeEAhnkydPtjoCbMbv90qSnHSoAAAwxQXfUfPy8iRJmZmZWr9+vWJiYiRJM2bM0MMPPxzadAAAU/mMRkmiQwUAgEmCPoeqpqYmUExJUrdu3fTNN9+EJBRgFw8//DBfTKBd+b7vUEU46VABAGCGoN9R+/XrpyeffFKpqakyDEPr1q3T4MGDQ5kNCHu333671RFgM4EOlYMOFQAAZgi6oFqyZIleeuklFRQUyOFwKCEhgQkpgP/RHXfcYXUE2Iw/0KHiOlQAAJgh6IIqOjpaCxYskCR9+eWX+vrrr9W5c+eQBQMAmM/nb+pQOR0UVAAAmCHogur1119XRUWFFi5cqPT0dEVHR2vMmDF6/PHHQ5kPCGsPPPCAJOnll1+2OAnswmd4JNGhAgDALEFPSrFu3To9+eSTKisr0+jRo/X2229r165docwGhL2UlBSlpKRYHQM24vNTUAEAYKagO1QOh0M//vGP9eGHH2rcuHFyuVzy+/2hzAaEPYoptLdAh4pD/gAAMEXQHarIyEi98sor2r17t37xi1/o9ddfV5cuXUKZDQh7Xq9XXq/X6hiwETpUAACYK+iCasmSJaqsrNRzzz2nH/3oR6qoqNCSJUtCmQ0Ie1yHCu3N/31B5WTadAAATBH0IX+9e/dWQUFB4PZvfvObkAQC7GTSpElWR4DN/DApBRf2BQDADEG/o57rXI/NmzebFgawm/Hjx1sdATbTPG16hJMOFQAAZgi6oMrLywv87PF49M4778jtdockFGAX9fX1ksQ13dBufMb3F/ZlUgoAAEwRdEE1YsSIFrdHjhyp9PR0zZgx45z3WblypbZs2SJJSkxM1Ny5c1VeXq5nn31WDQ0NGjdunGbPni1JOnDggHJzc1VXV6fhw4dr0aJFcrk4JAXhLTs7WxLXoUL7+aFDRUEFAIAZgp6U4r+dPHlS1dXV5/x9eXm5PvjgA23YsEHFxcX65JNPVFJSogULFqioqEilpaXat2+fdu7cKUmaM2eO8vLytHXrVhmGobVr17Y1GnDRuOuuu3TXXXdZHQM24qdDBQCAqdp8DtWxY8d09913n3P92NhYzZ8/X5GRTcfp9+7dW5WVlYqPj1evXr0Cj1lWVqY+ffqovr5eQ4YMkSTdeeedeumll3TPPfe0dnuAi8qYMWOsjgCbaepQOeRwRFgdBQCAsNCmc6gcDodiYmLUu3dvSVJlZaWuvvrqFuv37ds38HNlZaVKS0s1bdo0xcbGBpa73W5VVVWpurq6xfLY2FhVVVW1emOAi01dXZ0kKTo62uIksAuf36MIZyc5HA6rowAAEBbafA7Vf5o9e7Y2bNhw1t8dPHhQDz74oObNmyeXy6XDhw+3+L3D4ZBhGGfcr7Vv9vv27WvV+pJUUVHR6vvYCeNzYf/rGDVfimDhwoVmxOlw2IfOz4rxOe4/KsNw8rcBAMAkpsz6cLaCSGr6sJCdna0FCxYoOTlZu3fvVm1tbeD31dXVcrvdiouLa7G8pqam1TMIDhw4UFFRUUGvX1FRoWHDhrXqOeyE8bkwM8Zo5syZkhSWY80+dH5WjU/D4Y/03anOGna9dX+bhoaGNn0JBgBAR9TmSSn+09m6ScePH9cjjzyiwsJCJScnS5IGDx6sw4cP68iRI/L5fCopKVFCQoJ69uypqKiowDemxcXFSkhIMCMa0KGNHj1ao0ePtjoGbMTv9yjCwTWoAAAwS8jmJX/11VfV0NCgpUuXBpalp6dr6dKlmjVrlhoaGpSYmKixY8dKkgoLC5Wbm6vTp09rwIAByszMDFU0oMM4deqUJKl79+6W5oB9+AyPnE4uSQEAgFlC9q6am5ur3Nzcs/5u06ZNZyzr37+/1q1bF6o4QIc0d+5cSVyHCu2naVIKOlQAAJiFrykBC02dOtXqCLAZn+FRhIOXfgAAzGLKu+p/T5kOIDicK4j25qdDBQCAqYIuqGpra/XWW2/pm2++abE8NzdXy5cvNz0YYAfN/089evSwOAnswuf3yBXR2eoYAACEjaALqtmzZ6tbt27q378/F4QETPLkk09K4hwqtB+f0agoZzerYwAAEDZa1aFas2ZNKLMAtpOVlWV1BNiMz+9VhLOT1TEAAAgbQRdUsbGxOnXqFNM7AyYaOXKk1RFgMz6jUREOCioAAMxywYJqyZIlkqSIiAhNnjxZI0eOVKdOP7wZn2tqdAAXVlVVJUmKi4uzOAnsgg4VAADmumBB1dyRGjZsmIYNGxbqPICt5OXlSeIcKrQfv79RTjpUAACY5oIF1cyZMyVJHo9HW7Zs0cSJE1VTU6O3335bmZmZIQ8IhLP77rvP6giwGZ9BhwoAADM5g11x8eLF2rFjR9OdnE5VVFTomWeeCVUuwBZGjBihESNGWB0DNuLzcw4VAABmCnpSir///e8qKSmR1HTNnBdffFGpqakhCwbYwdGjRyVJPXv2tDgJ7MBv+GTIT4cKAAATBV1QeTweNTY2KjIyUpLk9XpDFgqwi0WLFkniHCq0D5/fI0mKcEZanAQAgPARdEF166236t5771VqaqocDodKSkqUkJAQymxA2HvooYesjgAbCRRUjqBf+gEAwAUE/a46d+5c/fnPf9b27dvlcrl0++23a8qUKaHMBoS9oUOHWh0BNuI36FABAGC2oAuqyspKZWZmtpjZb+fOnUpMTAxJMMAOjhw5IkmKj4+3OAnsoLlDxbTpAACYJ+hZ/qZNm6bS0lJJTedPPfvss8rPzw9ZMMAOCgoKVFBQYHUM2IQv0KGioAIAwCxBd6hee+015eTkqLy8XPv379e1116rTZs2hTIbEPaar/MGtAefv1ESBRUAAGYKukPVt29f3XvvvSouLlZNTY0eeughdevWLZTZgLA3aNAgDRo0yOoYsAm/0TQ7K9ehAgDAPEF3qB577DF9+umneuutt3To0CFNnz5d999/v7KyskIYDwhvn3/+uSSpd+/eFieBHTR3qJx0qAAAME3QHaouXbpow4YNcjqdGj9+vF577TWVlZWFMhsQ9p577jk999xzVseATfwwbToFFQAAZgm6Q3X33Xfrtttuk8vl0htvvKGMjAwVFRWFMhsQ9h577DGrI8BGmJQCAADzBd2hWrZsmVavXq3u3bvr8ssv17Jly/TMM8+EMhsQ9gYMGKABAwZYHQM2EehQUVABAGCaoAuq+vp69enTJ3A7MTFRXq83JKEAu/jss8/02WefWR0DNhG4sK+DC/sCAGCWoA/5c7lc+uc//ymHwyFJOnToUOBnAG1TWFgoSXr55ZctTgI7CFzY1xn0Sz8AALiAoN9VZ8yYoalTp6q2tlY5OTnatWuXFi9eHMpsQNh74oknrI4AG/lhUgo6VAAAmCXogmrUqFG69tprtWvXLvn9fj388MMtDgEE0HrXXXed1RFgIz9MSkGHCgAAswR9DpUkxcfH65577tHUqVODLqbq6uo0YcIEffXVV5Kk8vJypaSkaMyYMVq+fHlgvQMHDigtLU1JSUlauHAh52fBFvbv36/9+/dbHQM28cOkFHSoAAAwS6sKqtb6+OOPNWXKFFVWVkpqmthiwYIFKioqUmlpqfbt26edO3dKkubMmaO8vDxt3bpVhmFo7dq1oYwGdAgrVqzQihUrrI4Bm/AZHjnklNMRYXUUAADCRkgLqrVr1yo/P19ut1uStHfvXsXHx6tXr15yuVxKSUlRWVmZjh49qvr6eg0ZMkSSdOedd3LRYNjCvHnzNG/ePKtjwCZ8/kamTAcAwGQhPZC+oKCgxe3q6mrFxsYGbrvdblVVVZ2xPDY2VlVVVa16rn379rU6X0VFRavvYyeMz4WZNUbhOtbhul1mae/x+dp/TIbh4O8CAICJ2vXMZMMwzljmcDjOubw1Bg4cqKioqKDXr6io0LBhw1r1HHbC+FyYGWO0d+9eSdKgQYPMiNShsA+dnxXj03B4t7471UXDrrf279LQ0NCmL8EAAOiI2rWgiouLU21tbeB2dXW13G73GctramoChwkC4WzlypWSuA4V2ofP7+GQPwAATNauBdXgwYN1+PBhHTlyRFdeeaVKSkqUlpamnj17KioqKvCNbXFxsRISEtozGmCJhQsXWh0BNuIzPIpwUFABAGCmdi2ooqKitHTpUs2aNUsNDQ1KTEzU2LFjJUmFhYXKzc3V6dOnNWDAAGVmZrZnNMAS8fHxVkeAjfjpUAEAYLp2KajefffdwM8333yzNm3adMY6/fv317p169ojDtBh/O1vf5MkDR061OIksAOf36MIB9egAgDATO3aoQLQ0u9+9ztJnEOF9uEzPHI6edkHAMBMvLMCFsrPz7c6AmzE5/co0tXV6hgAAIQVCirAQj179rQ6AmykaVIKXvYBADCT0+oAgJ3t3r1bu3fvtjoGbKJpUgrOoQIAwEx8VQlY6Pe//70kacSIERYngR34/B456VABAGAq3lkBCz399NNWR4CN+Aw6VAAAmI2CCrBQXFyc1RFgIz6uQwUAgOk4hwqwUHl5ucrLy62OAZvwGx5FOCioAAAwEx0qwEKrV6+WJI0cOdLaIAh7hmHQoQIAIAQoqAALPfvss1ZHgE0Yhk+G/HLSoQIAwFQUVICFevToYXUE2ITP8EgSHSoAAEzGOVSAhd577z299957VseADfj83xdUdKgAADAVHSrAQn/6058kSQkJCRYnQbijQwUAQGhQUAEWWrZsmdURYBOBDhUFFQAApqKgAizUvXt3qyPAJvzNHSoHF/YFAMBMnEMFWOjdd9/Vu+++a3UM2EBzh8pJhwoAAFPRoQIs9MYbb0iSRo8ebXEShDufv1ESk1IAAGA2CirAQi+88ILVEWATPsMriXOoAAAwGwUVYKHo6GirI8AmAh0qCioAAEzFOVSAhbZt26Zt27ZZHQM24G/uUHHIHwAApqJDBVho3bp1kqQxY8ZYnAThrrlDxaQUAACYi4IKsNBLL71kdQTYhM/POVQAAIQCBRVgoc6dO1sdATbhM5pn+eM6VAAAmIlzqAALlZaWqrS01OoYsAH/99ehinDyPRoAAGbinRWwUHFxsSRp/Pjx1gZB2PMZ3xdUdKgAADBVhyqoNm/erFWrVsnj8SgrK0sZGRlWRwJCqqioyOoIsAnf9x0qJx0qAABM1WHeWauqqrR8+XKtX79ekZGRSk9P14033qg+ffpYHQ0IGZerw/wLIsz5/B45HBFyOiKsjgIAQFjpMOdQlZeX66abblL37t11ySWXKCkpSWVlZVbHAkJq8+bN2rx5s9UxYAM+w8M1qAAACIEO8/V4dXW1YmNjA7fdbrf27t3bLs/914PLdPTU/2uX57pY+A2/DnzUYertDsmMMXr1D7slSf+8/P/MiNShsA+dX3uMjyHjh58NnyJd0SF9PgAA7KjDFFSGYZyxzOFwBH3/ffv2tfo5Kyoqvn/unrqs4zTrOobgh96+TBijJxYM/d8fpKNiHzq/9h4fh9TFd3ngdQ8AAJijwxRUcXFx2rNnT+B2dXW13G530PcfOHCgoqKigl6/oqJCw4YN+/7WsPOua0ctxwdnwxidH+NzfnYen4aGhjZ9CQYAQEfUYdoyI0eO1IcffqgTJ07ou+++07Zt25SQkGB1LAAAAAA4pw7VoZo9e7YyMzPl8Xh01113adCgQVbHAgAAAIBz6jAFlSSlpKQoJSXF6hgAAAAAEJQOVVC1RfNkFo2Nja2+b0NDg9lxwgrjc2GM0fkxPudn1/Fpfr0+22REAABcbBzGRf6O9u9//1ufffaZ1TEAAK103XXX6dJLL7U6BgAA/5OLvqDy+/06ffq0OnXq1Kpp1gEA1jAMQx6PR127dpXT2WHmRgIAoE0u+oIKAAAAAKzCV4MAAAAA0EYUVAAAAADQRhRUAAAAANBGFFQAAAAA0EYUVAAAAADQRhRUAAAAANBGFFQAAAAA0EZhV1DV1dVpwoQJ+uqrryRJ69ev1/jx45WSkqIlS5bI6/VKkioqKpSWlqbU1FRNnz5dR48elST961//0gMPPKBx48YpIyNDNTU1lm1LKAQ7Ps3279+vgQMHBm43NjZqzpw5GjdunO644w59/vnn7Zq/PQQ7RtXV1XrggQc0adIkpaenB9ZnH2oan6+++koZGRlKTU3VtGnTAv9j4bwPrVy5UsnJyUpOTtayZcskSeXl5UpJSdGYMWO0fPnywLoHDhxQWlqakpKStHDhwsC4HTt2TBkZGRo7dqxmzJih06dPW7ItAAAgOGFVUH388ceaMmWKKisrJUmHDh3SihUrtHr1am3evFler1dr1qyRJM2ZM0cFBQXauHFj4IOgJK1YsULDhw/Xli1bNHnyZBUUFFi1OaZrzfhI0nfffafFixfL4/EElq1Zs0ZdunTRli1btGDBAs2fP7+9NyOkWjNGc+fO1ahRo1RcXKzU1FQVFhZKYh9qHp8XX3xRycnJ2rhxY4tiIlz3ofLycn3wwQfasGGDiouL9cknn6ikpEQLFixQUVGRSktLtW/fPu3cuVNS02tQXl6etm7dKsMwtHbtWknSokWLdM8996isrEwDBw5UUVGRlZsFAAAuIKwKqrVr1yo/P19ut1uS9Omnn2rIkCGB26NGjdI777yjxsZGPfroo+rfv78kqV+/fjp+/LgkaceOHUpJSZEkTZgwQe+9916LguJiFuz4NFu6dKmysrJaPMaOHTs0ceJESdINN9ygkydP6tixY+2zAe0g2DE6ceKE/vGPfyg9PV2SlJaWpscee0wS+1DzPuT3+1VXVyepqTjv3LmzpPDdh2JjYzV//nxFRkaqU6dO6t27tyorKxUfH69evXrJ5XIpJSVFZWVlOnr0qOrr6zVkyBBJ0p133qmysjJ5PB599NFHSkpKarEcAAB0XGFVUBUUFGj48OGB2/3799fHH3+s48ePy+fzqaysTLW1tYqMjFRqaqqkpg99K1eu1G233Sap6TCu2NhYSZLL5VJ0dLROnDjR/hsTAsGOjyRt375d9fX1Gjt2bIvH+M/xkZo+RH799dftswHtINgx+vLLL3XFFVfomWee0cSJE5Wdna1OnTpJYh9q3oceffRRrV69Wrfccov+8Ic/6P7775cUvvtQ3759AwVSZWWlSktL5XA4Wmyr2+1WVVXVWcegqqpKJ0+eVHR0tFwuV4vlAACg4wqrguq/XXPNNXr88cc1Y8YMZWRkqF+/foEPvVLTuRxPPPGEvF6vHnzwwXM+jtMZnsN0rvGpqanRqlWrlJeXF9TjhOv4SOceI6/Xq/3792vkyJHatGmTfvnLX5730LVwHaPz/Y/NmzdPixcv1vvvv69FixZp5syZMgzjrI8TTuNz8OBB/frXv9a8efN01VVXnfF7h8Nx1nE433IAANBxhc+nmLNoaGjQoEGDVFxcrDfeeENXXHGFevXqJUk6ffq07rvvPnm9Xq1atSrwIdDtdge+Yfd6vaqrq1P37t2t2oSQOtf47NixQ6dOnQpMKCBJqampqqurk9vtbjHJQk1NTeBwr3B0rjGKjY1V165dNWrUKElNh/bt3btXEvtQr169dOLECR06dCjQ+U1KSlJNTY1OnjwZ1vtQRUWFsrKy9Pjjj+uOO+5QXFxcYF+Qmrpzbrf7jOXNYxATE6O6ujr5fL4WywEAQMcV1gXVt99+q+nTp6uurk6NjY1as2aNxo8fL6nphPD4+Hi9+OKLioyMDNwnMTFRxcXFkqTS0lINHz68RVcrnJxrfCZPnqx33nlHGzdu1MaNGyVJGzduVHR0tBITEwPL9uzZo6ioKF1xxRVWbkZInWuMrrrqKsXFxQUmGPjrX/+qn/3sZ5LYh8aPH6/LLrtMUVFR2rNnj6SmQqNr166KiYkJ233o+PHjeuSRR1RYWKjk5GRJ0uDBg3X48GEdOXJEPp9PJSUlSkhIUM+ePRUVFaWKigpJUnFxsRISEtSpUycNHz5cpaWlLZYDAICOy2V1gFC67LLLNHPmTN19993yer2aMGGCUlJStH//fm3fvl19+vTRpEmTJDV1FV555RU9+uijmj9/vpKTk3XppZcGZm4LR+can/OZNm2annrqKSUnJysyMjIwNXS4Ot8YrVy5Uvn5+Xr++ecVHR2tpUuXShL70H+Mz9NPP636+np17dpVv/3tbyWF7z706quvqqGhIbAfSFJ6erqWLl2qWbNmqaGhQYmJiYHzEgsLC5Wbm6vTp09rwIAByszMlCTl5+dr/vz5WrVqlX7yk5/ohRdesGR7AABAcBzGuU5qAAAAAACcV1gf8gcAAAAAoURBBQAAAABtREEFAAAAAG1EQQUAAAAAbURBBQAAAABtREEFAAAAAG1EQQUAAAAAbRTWF/YFOqLc3FzFxMQoJydHkrRp0yZt3bpVaWlpWrVqlTwejzp37qx58+bp+uuvV21trZ566il98803qqmpUc+ePbVixQr16NFDo0eP1qBBg/Tpp58qJydHt99+u8VbBwAAYC90qIB2lpGRofXr18vr9UqS3nzzTd1yyy1avny5Xn75ZRUXF+vpp5/WrFmz9O233+rtt9/WkCFD9Oabb2r79u3q3LmzNm7cGHi8vn37asuWLRRTAAAAFqBDBbSzn/70p7ryyiu1Y8cOXXPNNaqurpbP51N1dbWysrIC6zkcDn3xxReaPn269uzZoz/+8Y+qrKzUwYMHNXjw4MB6w4cPt2ArAAAAIFFQAZbIyMjQX/7yF1199dX61a9+Jb/fr5tvvlkrVqwIrHP8+HG53W49//zz2rt3r9LS0nTjjTfK6/XKMIzAepdccokFWwAAAACJQ/4ASyQlJenAgQPatm2b0tLSdNNNN2nXrl36/PPPJUk7d+7UxIkT1dDQoA8++EDTp0/XpEmT1KNHD5WXl8vn81m8BQAAAJDoUAGWiIyMVFJSkmpraxUTE6OYmBgtXrxYOTk5MgxDLpdLq1at0iWXXKJHHnlEy5YtU1FRkSIiIjR06FB98cUXVm8CAAAAJDmM/zx2CEC7+PbbbzV16lTl5+e3OB8KAAAAFxcO+QPa2fvvv69bb71VN954I8UUAADARY4OFQAAAAC0ER0qAAAAAGgjCioAAAAAaCMKKgAAAABoIwoqAAAAAGgjCioAAAAAaCMKKgAAAABoo/8Pt9ZEBaA3TpkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x1440 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,20))\n",
    "for i in range(13):\n",
    "    \n",
    "    plt.subplot(7,2,i+1)\n",
    "    country = unique_countries[i]\n",
    "    \n",
    "    # 随机生成一种颜色 random.choice():从一个序列中随机的抽取一个元素，抽取6次组成6位代表随机颜色\n",
    "    col=\"#\"+''.join([random.choice('0123456789ABCDEF') for j in range(6)])\n",
    "    \n",
    "    sns.lineplot(data[data.country == country]['year'],data[data.country == country]['exch_usd'],label = country,color = col)\n",
    "    \n",
    "    # np.logical_and()逻辑与 两个条件均成立时返回True\n",
    "    plt.plot([np.min(data[np.logical_and(data.country == country,data.independence == 1)]['year']),\n",
    "              np.min(data[np.logical_and(data.country == country,data.independence == 1)]['year'])],\n",
    "             [0,np.max(data[data.country == country]['exch_usd'])],color = 'black',linestyle = 'dotted',alpha = 0.8)\n",
    "    \n",
    "\n",
    "    plt.title(country)\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，大部分国家在在独立前和独立之后的短期阶段并没有自己的货币体系，仍沿用殖民统治国家的货币，如法币或英镑。安哥拉(Angola)、津巴布韦(Zimbabwe)、赞比亚(Zambia)、尼日利亚(Nigeria)等过汇率长期维持在0，在21世纪左右开始有了本国货币。另外还能发现大部分非洲国家随着时间的发展，以美元为基准，货币呈现逐步贬值的状态。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id=2.2></a> 2.2 通货膨胀率变化情况\n",
    "\n",
    "通货膨胀率也称为物价变化率，是货币超发部分与实际需要的货币量之比，用以反映通货膨胀、货币贬值的程度。通过价格指数的增长率来计算通货膨胀率，在本数据中采用的是消费者价格指数（CPI）来进行表示的。\n",
    "\n",
    "按照价格上升的速度加以区分：\n",
    "+ 温和的通货膨胀（每年物价上升比例在1%~6%之内）\n",
    "+ 严重的通货膨胀（每年物价上升比例在6%~9%）\n",
    "+ 飞奔的通货膨胀（每年物价上升比例在10%~50%以下）\n",
    "+ 恶性的通货膨胀（每年物价上升比例在50%以上）\n",
    "\n",
    "接下来我们分析一下各国的通货膨胀率变化情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1440 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,20))\n",
    "\n",
    "\n",
    "for i in range(13):\n",
    "    \n",
    "    plt.subplot(7,2,i+1)\n",
    "    country = unique_countries[i]\n",
    "    \n",
    "    # 随机生成一种颜色\n",
    "    col=\"#\"+''.join([random.choice('0123456789ABCDEF') for j in range(6)])\n",
    "    \n",
    "    sns.lineplot(data[data.country == country]['year'],data[data.country == country]['inflation_annual_cpi'],label = country,color = col)\n",
    "    \n",
    "    plt.scatter(data[data.country == country]['year'],data[data.country == country]['inflation_annual_cpi'],color = col,s = 28)\n",
    "    \n",
    "    plt.plot([np.min(data[np.logical_and(data.country == country,data.independence==1)]['year']),\n",
    "              np.min(data[np.logical_and(data.country == country,data.independence==1)]['year'])],\n",
    "             [np.min(data[data.country == country]['inflation_annual_cpi']),np.max(data[data.country == country]['inflation_annual_cpi'])],\n",
    "             color = 'black',linestyle = 'dotted',alpha = 0.8)\n",
    "\n",
    "    plt.title(country)\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到这些非洲国家中大部分均出现了不同程度的通货膨胀，如南非(South Africa)在1970-1990之间由于种族隔离政策不断被西方经济体制裁导致经济受到大幅度影响；安哥拉(Angola)在20世纪90年代发生多次内战，战争导致通货膨胀率疯狂飙升，在最高一年达到4000以上。也有部分国家经济较为稳定，如突尼斯(Tunisa)独立后，通货膨胀率经过短暂上升又逐渐下降至较低水平并保持稳定。\n",
    "\n",
    "## <a id=2.3></a>  2.3 其他危机分布情况\n",
    "\n",
    "接下来我们分析一下数据的其他字段：不同国家的系统性危机`systemic_crisis`、国内债务违约`domestic_debt_in_default`、主权外债违约`sovereign_external_debt_default`、货币危机`currency_crises`、通胀危机`inflation_crises`、银行危机`banking_crisis`等的分布规律。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "_kg_hide-input": true,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x1152 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style='darkgrid')\n",
    "columns = ['systemic_crisis','domestic_debt_in_default','sovereign_external_debt_default','currency_crises','inflation_crises','banking_crisis']\n",
    "plt.figure(figsize=(16,16))\n",
    "for i in range(6):\n",
    "    plt.subplot('32'+str(i+1))\n",
    "    sns.countplot(y = data.country,hue = data[columns[i]],palette = 'rocket')\n",
    "    plt.legend(loc = 0)\n",
    "    plt.title(columns[i])\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ 主权外债违约`sovereign_external_debt_default`是指一国政府无法按时对其向外担保借来的债务还本付息的情况，观察上图可以发现中非共和国(Central African Republic)、津巴布韦(Zimbabwe)和象牙海岸(Ivory Coast)出现大量的主权外债违约，这导致主权信用评级极低。\n",
    "\n",
    "+ 同时我们还能发现，除了安哥拉(Angola)、津巴布韦(Zimbabwe)，其余大部分国家均没有国内债务违约`domestic_debt_in_default`。这是因为当一国政府掌握有货币的发行权时，政府可以通过发行新的货币，以投放过量的货币来偿还本币债务(即内债)，此时政府不会发生对国内债务的主权违约，这也是采用本币标记的主权债券在其国内享有最高信用评级的原因。但现实中由于政府超发货币会带来通货膨胀、本币币值波动等现象，因此其面向全部债权人债务总额是有上限的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id=2.4></a>  2.4 特征间的相关性\n",
    "\n",
    "\n",
    "系统性金融危机可以称为“全面金融危机”，是指主要的金融领域都出现严重混乱，如货币危机、银行业危机、外债危机的同时或相继发生。它往往发生在金融经济、金融系统、金融资产比较繁荣的市场化国家和地区以及赤字和外债较为严重的国家，对世界经济的发展具有巨大的破坏作用。\n",
    "\n",
    "发生系统性危机`systemic_crisis`最多的国家是中非共和国(Central African Republic)，其次是津巴布韦(Zimbabwe)和肯尼亚(Kenya)。按照系统性危机的定义，系统性危机与银行业危机之间应存在联系。让我们检查这些国家在发生系统性危机的时候是否同时发生银行危机`banking_crisis`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "systemic = data[['year','country', 'systemic_crisis', 'exch_usd', 'banking_crisis']]\n",
    "systemic = systemic[(systemic['country'] == 'Central African Republic') | (systemic['country']=='Kenya') | (systemic['country']=='Zimbabwe') ]\n",
    "plt.figure(figsize=(12,12))\n",
    "count = 1\n",
    "for country in systemic.country.unique():\n",
    "    plt.subplot(len(systemic.country.unique()),1,count)\n",
    "    subset = systemic[(systemic['country'] == country)]\n",
    "    sns.lineplot(subset['year'],subset['systemic_crisis'],ci=None)\n",
    "    plt.scatter(subset['year'],subset[\"banking_crisis\"], color='coral', label='Banking Crisis')\n",
    "    plt.subplots_adjust(hspace=0.6)\n",
    "    plt.xlabel('Years')\n",
    "    plt.ylabel('Systemic Crisis/Banking Crisis')\n",
    "    plt.title(country)\n",
    "    count+=1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "蓝色直线的取值代表系统性危机是否发生，红色散点代表银行危机是否发生，上图表明了危机是如何重叠的，从而证实了我们关于系统性危机对银行业危机有影响的假设。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vvzuVwMQk5bf7/ddCQ0MBdEZdU6t/8OAB+fLlA8Dc3DxJvYeHBzdu3ODIkSO4u7szaNAgbRMNsGjRIi5cuMDRo0fp3bs3M2fOpGrVqinmFUIIIYR4n0xFyCLTp0/H398fFxcXPD09uXbtGo6OjuTNm5cNGzZoG9uhQ4dy6dIlOnTowI8//si1a9cAMDY2RqVSUbRoUV69esXZs2cB2Lp1K8OHD09znnLlynHx4kVCQkIAmDJlCgcPHkyxvkqVKuzZsweNRsPLly/p0qWLdirC+xISEmjUqBG2trb88MMPtGrViuvXr2tfDw0NpUmTJpQsWZIff/yRWrVqcfPmzTQfgxBCCCH+22TENou4ubkxbNgw/Pz8MDY2Zty4cQA0bdqUffv2aT+K79evH2PGjGHRokUYGxszcuRIAL755hv69u3LsmXLmDt3LpMnTyYuLg5LS0umTZuW5jwODg6MGTOGXr16oVar+eqrr3B1dU2xvlOnTnh5edGyZUsAxo4di6WlZbK1JiYmDBkyhB49epAtWzasra2ZNm0a9+/fBxJHhTt06EDbtm2xsLAgX758uLi4pPkYhBBCCPHfptBoNJqsDiESJSQk8PPPP/Pdd9/RqFGjrI7zWQkJiczqCHqxs7P6rLKCnNvMIOc288i5zTxybjPP23Mr0k9GbD8RGo2GOnXqULNmTRo2bJjVcQDYvXs3v/32W7KvvZ3TK4QQQgjxqZDG9hOhUCg4efJkVsfQ0bRpU5o2bZrVMYQQQggh9CIXjwkhhBBCCIMgja0QQgghhDAI0tgKIYQQQgiDII2tEEIIIYQwCNLYCiGEEEIIgyCNrRBCCCGEMAjS2AohhBBCCIMgja0QQgghhDAI0tgKIYQQQgiDII2tEEIIIYQwCNLYCiGEEEIIgyCNrRBCCCGEMAjS2AohhBBCCIMgja0QQgghhDAICo1Go8nqEEIIIYQQQqSXSVYHECIjvDh0NKsj6CVP/bqEhERmdQy92NlZAXxWeT+nrCDnNjPIuc08cm4zz9tzK9JPpiIIIYQQQgiDII2tEEIIIYQwCNLYCiGEEEIIgyCNrRBCCCGEMAjS2AohhBBCCIMgja0QQgghhDAI0tgKIYQQQgiDII2tEEIIIYQwCNLYCiGEEEIIgyCNrRBCCCGEMAjS2AohhBBCCIMgja0QQgghhDAI0tgKIYQQQgiDII2tEEIIIYQwCNLYCiGEEEIIgyCNrRBCCCGEMAgmWR1AiKx04vIllvj7Eq9MoHiBAozq0o0cFhY6NXsDT+Gzfy8oIJuZOUPbdcDpi8JZE1gIIYQQKZIRW/GfFRYZyeTVq5jctz8bJniRP08eFm/z1al58OwZC323MGvwj3iPGUe3Js0Y89viLEoshBBCiNRIYys+KCgoiPr16/9r+3NzcyMwMDDT93P6+lWcChemoL0DAC51v2Hf6UA0Go22xszUhJFdupInpw0AToW+4GXEK5QJCZmeTwghhBBpI1MRxH/W87Aw7G1ttc/tbGyJio0hOjZWOx0hX+485MudBwCNRsO8rZuoXb4CpibyoyOEEEJ8amTE9j9i6dKluLi40LJlS6ZPn86BAwdo1KgRcXFxPHjwgLp16/Ls2TMeP35M165dad68OW3btuXGjRsAxMbG8tNPP9G8eXM6depEWFhYqvurX78+QUFBAAQGBuLm5gbAypUradmyJa1bt8bT0xOA+Ph43N3dadKkCb179/7gtjOKWq1OdrmRUdIfi5i4OMYu+42g588Z2aVbZkcTQgghxEeQxvY/4OjRo1y5coUtW7awbds2goODiYqKomLFiixevJhRo0YxYsQI8ubNy4QJE2jcuDE7d+5k8ODBLF6cOJ80NDSUHj16sHPnTvLkycPu3bvTnCMhIYHffvuNrVu34uvri0KhIDg4mDVr1gCwZ88ePDw8ePjwYYYef0ry5srNy1evtM9fhIdjlT07FubmOnXPQl/Sb8YvGCmMWPDTcKyyZ/9X8gkhhBAibeTz1P+AkydPcunSJVxdXYHE0df8+fMzZswYmjZtytdff02zZs0AOHPmDLNnzwbA2dkZZ2dngoKCsLe3p3z58gAUL178o0ZVTUxMqFixIm3btqVBgwZ07twZBwcHTp8+Tfv27QEoXLgwFStWzIjD/qCqTmWYv3UTj54HU9DeAb9jR6hT4SudmoioKAbNnkHT6jXp2bzlv5JLCCGEEB9HGtv/AJVKRbdu3ejRowcAERERGBsbExwcjLGxMffu3SM+Ph4zMzNM3pk7qtFouHPnDtmyZdNZrlAodC6wSsnbmoR3LrRatGgRFy5c4OjRo/Tu3ZuZM2eiUCh0pgWY/EvzV22trRndtQceS5egVCXgmMeOsd17cf3BfX5Z6433mHH4HT1McGgoRy7+xZGLf2nXnffjMHJaWv4rOYUQQgihH2ls/wOqV6/OvHnzaNeuHebm5gwcOJCWLVuyZcsWxowZw6lTp/j111/5+eefqVy5Mrt27aJ9+/acOHGCBQsWMGPGjDTv09bWltu3b1OwYEEOHjwIJE5n6NSpE1u3bqVixYo8e/aMmzdvUqNGDXbu3En9+vV5+vQp58+fz+hTkKKaZctRs2w5nWXWOXLgPWYcAN2aNKNbk2b/Wh4hhBBCfDxpbP8D6tevz40bN2jXrh0qlYo6deoQFhZG7ty5adSoETVr1qR58+Y0atQIT09PPDw88PHxwcLCAi8vr4/a55AhQ5g0aRILFiygdu3aAOTKlYsOHTrQtm1bLCwsyJcvHy4uLpibm3Pr1i2aNGmCo6MjJUuWzMjDF0IIIcR/hEKjz2fKQnziXhw6mtUR9JKnfl1CQiKzOoZe7OysAD6rvJ9TVpBzmxnk3GYeObeZ5+25FeknI7bio7m5uREREZFkeYcOHejYsWMWJBJCCCHEf5k0tuKjvb1NlxBCCCHEp0DuYyuEEEIIIQyCNLZCCCGEEMIgSGMrhBBCCCEMgjS2QgghhBDCIEhjK4QQQgghDII0tkIIIYQQwiBIYyuEEEIIIQyCNLZCCCGEEMIgSGMrhBBCCCEMgjS2QgghhBDCIEhjK4QQQgghDII0tkIIIYQQwiAoNBqNJqtDCCGEEEIIkV4yYiuEEEIIIQyCSVYHECIjhF28nNUR9GJboRyR4eFZHUMvVjY2AISERGZtED3Z2Vl9VllBzm1mkHObeeTcZp6351akn4zYCiGEEEIIgyCNrRBCCCGEMAjS2AohhBBCCIMgja0QQgghhDAI0tgKIYQQQgiDII2tEEIIIYQwCNLYCiGEEEIIgyCNrRBCCCGEMAjS2AohhBBCCIMgja0QQgghhDAI0tgKIYQQQgiDII2tEEIIIYQwCNLYCiGEEEIIgyCNrRBCCCGEMAjS2AohhBBCCINgktUBhPi3HT9/jkU+61AqEyj+RSHG9BtAjuzZk9RpNBomLVpIsYIF6dyyFQCvo6OYvHgxD548Rq3W0NTZma6tXdKd6c8//2TB4sXEx8dTonhxxo4Zg6WlpV41KpWKOb/+ysnAQFQqFV06d6atqysAd+/eZfLUqcTExIBCweCBA6lRvTqrvL3Zt3+/dtth4eFER0Vx5I8/0n0sQgghRFaREVvxnxIW8QqvRQuZOsydTXPnkd/egYU+65LU3QsKYtDECRw8eUJn+W8bNmCfOzc+s+awcuov+O7fx+W/b6YvU1gYE7y8mD51Kr6bN+Po6MiCRYv0rvH18+Pho0ds9PFh9cqVrN+wgStXrwLwy4wZtGzRAp+1a/H08GDk6NEkJCTQvVs3fNauxWftWn5bvBiLbNmYMnlyuo5DCCGEyGqfbWM7cuRIfH19/7X9RUZGMmDAAACCg4Pp06dPurfp6+vLyJEjU61xc3MjMDAwyfJLly4xY8aMVNe9fPkyY8aMSVfGt+rXr09QUFCqNaNGjaJx48bs3Lnzo7f/6NEjRo8e/bExPyjw4kWcihWnUL58ALg2aszeY8fQaDQ6dVv3BtC8Xj0a1Kips/x/PXoy2K0rAC/Cw1AqlVgmM9qbFqcCAynj5EShQoUAaOvqyp6AAJ1MqdX8ceQILVu0wMTEBGtraxp9+y17AgIAUKtUREZGAhAdHY25mVmS/f86bx41a9SgVs2aSV4TQgghPicyFUFPr1694saNGwA4ODjw+++/Z2me27dv8/Lly1RrypUrR7ly5f6lRODn58elS5cwS6Z50teTJ0949OhRBqbS9fzlSxxy59Y+t8+dm6iYaKJjYnSmIwzv1RuAM5cv66yvUCgwMTZm3Ly5/BF4CucqVSmUP3+6MgUHB+Pg4PBPJnt7oqKiiIqK0k5HSK0mODgYB3t77WsO9vbcvn0bgBHu7vQbOBCf9esJDQtjipcXJib//NjfuXuXw0eO4P8v/pIohBBCZJbPZsRWo9EwdepUGjdujJubGw8fPgRg69atNG/enBYtWjBy5EiioqIAqFWrFh4eHnz33Xe4ubmxZ88eOnXqRP369Tl9+jQADx48oEePHri4uNCxY0euXbsGwI4dO2jVqhWurq4MGTKEuLg4vLy8eP78OQMHDiQoKIj69esD8PjxY7p27Urz5s1p27attvlNybZt22jcuDFt2rTh8OHD2uWXLl2iY8eOuLi40LNnT53mbtOmTbi4uNC6dWsCAwOJiIhg3rx5HDp0iMWLF6e4r8DAQNzc3IDEkd/p06fTvn17vv32W44cOZJqzvDwcPr06UOLFi0YOnQocXFxAKhUKqZOnYqLiwstW7Zk1apVAPTr1w+NRsP333/Py5cvmTNnDu3ataNx48Z06NCBkJAQAEqVKqXdR3Ij1l5eXly5coUJEyakmu9jqdXqZJcbGaXtR2HCkB8JWL6CiKjXrNiyJX2Z3hstfsvY2FivGk0yx2RkZERcXByjPDwY7+nJ7p07+X3JEqb88gvPgoO1dRs2bKDd998nmc8rhBBCfI4+m8Z27969XLt2jZ07dzJ37lwePnxIVFQUS5YsYc2aNezYsQMLCwsWLFgAwIsXL/jmm28IePOR7IEDB/Dx8WHw4MF4e3sDMGLECNzd3fHz82PSpEn89NNPAPz666+sWLECX19fihQpwt27d/Hw8MDe3p6FCxfq5JowYYL24/fBgwen2mgGBwczc+ZM1q1bx8aNG7VNeHx8PB4eHsyaNQs/Pz969OjB2LFjtetlz54dPz8/fvnlF37++WeyZcvGkCFDqF+/Pv3799f7HCqVSjZu3MioUaOYO3duqrXz5s2jTJky7Nixg86dO/PixQsgscmGxNHZLVu2cPDgQc6ePcuSJUsA8Pf35/Xr19y9e5cNGzawd+9eChUqxI4dO/TK6OHhQdmyZRk3bpzex5UWDnnseBEepn0eEhqKdQ5LLLJl02v9UxcuEBIaCkD2bBZ8W6s2N+7eTVemvA4O2vMLEBISgrW1NRYWFnrV5M2blxfvjN4/DwnB3t6eO3fvEhsbS53atYHEEfyiRYty5coVIPGXlEN//EGLZs3SlV8IIYRhuFW7sd6PT9Vn09iePn2aRo0aYWpqSq5cuahbty4KhYJ69epha2sLQPv27Tl16pR2nbp16wLg6OhI9erVAcifPz8RERFERUVx5coVRo0aRatWrRg2bBjR0dGEhYVRr149OnbsyLRp06hXrx5OTk4p5jpz5gytWiVeMe/s7Jxqw/jXX39RsWJF8uTJg4mJCS1atADg/v37PHr0iP79+9OqVStmzpypM2Lbtm1bAEqXLk2uXLm4+5GNVJ06dQAoUaIE4eHhqdaePn2apk2bAlClShUKFiwIwMmTJzl06BCtWrXi+++/59mzZ9y8qXvx1BdffMGIESPYvHkzv/zyCxcuXCA6OvqjMme0ahUqcOXWLR4+fQqA3/591KlSRe/1D548wfItm9FoNMQrlRw8eYLKZcumK1P1atW4cuXKP59C+Pri/Oa90qembt26bN+xg4SEBCIjI9m3fz/fODtTsEABXr9+zcVLlwAICgri/r17lH4zan77zh2srK3Jn86pFEIIIcSn4rOZY6tQKHQ+RjYxMUnysbJGoyEhIUH7/N25nu9+rAuJH0mbmZnh7++vXfbs2TNsbGzw8PDgxo0bHDlyBHd3dwYNGkSlSpWSzfXufEWNRsOdO3coXry43sfwNkuBAgW0WVQqlc7o3LvZNRqNzj7TwtzcXJvjQxQKhc7FS28zqFQq3N3dadSoEQChoaFkf+/iqStXrjBs2DC6d+9O48aNMTIy0tmWRqNBoVDovFf/llw5czK2/0BGz56JMiGBAg4OeA4azPU7t5myZAlrZsxMdf0hXbsx7fff6Dz8fyhQULdKFdo3Td+IZ65cufAcO5YRo0YlZnJ0ZMK4cVy7fh2vyZPxWbs2xRpIvJDscVAQnbp0QalU4uriQqWvvwZg5rRpzJo9m7j4eExMTBg9ahQFChQA4NGjR+R/cxGdEEIIgeKzGe9M0WfT2NaoUYPly5fTsWNHYmJiOHbsGMWLF+fQoUMMGDAAGxsbNm3aRLVq1fTanpWVFYULF8bf359WrVpx/PhxPD09CQgIoFmzZqxZs4YffvgBpVLJ9evXqVatWrKNWOXKldm1axft27fnxIkTLFiwgPXr1ye7z0qVKjFp0iSCg4Oxs7Nj9+7dWFtbU7RoUV69esXZs2epXLkyW7duZceOHaxZswZInPNbtmxZLl++zOvXr/niiy+4evVqpjaGNWrUwN/fn9KlS3Pp0iXtSGH16tXZtGkT9erVIz4+nk6dOjFhwgSd837mzBmqVq1Kx44diYyMZPz48dSrVw8AW1tbbt26RYkSJTh06BA2NjY6+zU2Ns70hrfm119T803j91ZOS6tkm1rPgYN0nlvlyIHX0P9leKbatWpRu1Yt3Uw5c+Kzdm2qNZD4C9Kw/yWfqXLlyqx+Mw/6fQ0bNKBhgwYfH1oIIYRh0WPg61P32TS2DRs25PLlyzRv3pw8efJQrFgxLC0t+eGHH3Bzc0OpVPLll1+m6aKjGTNmMH78eJYtW4apqSlz5szB1NSUIUOG0KNHD7Jly4a1tTXTpk0jV65c5M+fHzc3N6ZOnardhqenJx4eHvj4+GBhYYGXl1eK+8uTJw8eHh50794dCwsL7ciumZkZc+fOZfLkycTFxWFpacm0adO060VHR9O6dWuMjIyYNWsWpqamlC9fngULFjBz5kyGDx/+EWc0dUOGDGHkyJE0a9aMokWLaqcidOjQgQcPHuDi4kJCQgKurq5Jfplo2rQpgwYNokWLFpiamlKqVCntrcKGDRtGv379yJMnD5UqVSIsLExn3WLFihEZGYm7u/sHb2cmhBBCiAxk9Pk3tgrN+zfwFOIzFHbx8oeLPgG2FcoR+YH5zZ8Kqzej6SEhkVkbRE92dlafVVaQc5sZ5NxmHjm3meftuc1qtxu01Lu2+MHtmZjk4302I7afi9jYWNq3b5/sa0OGDKFBBn/0e/bsWSZNmpTsa0uXLtW59+n7Vq1ahZ+fX5Ll9vb2WX6fXiGEEEL8y2QqgnhftmzZdC5Iy2yVK1f+6P11796d7t27Z2wgIYQQQogsIo2tEEIIIYSANH5Z0adIGlshhBBCCCFTEYQQQgghhGFQvHfP/8+RNLZCCCGEEEJGbIUQQgghhIEwgPvYfv6zhIUQQgghhEAaWyGEEEIIAaAw0v+RBjt27KBp06Z8++23rFu3Lsnrd+/exc3NjZYtW9KrVy9evXr10Ycgja0QQgghhEBhpND7oa/g4GDmzJmDj48P/v7+bNy4kdu3b2tf12g09O/fnz59+rB9+3acnJxYunTpRx+DNLZCCCGEEAKMjPV/6OnEiRNUr14dGxsbsmfPTuPGjQkICNC+fvXqVbJnz07dunUB6NevH507d/7oQ5CLx4QQQgghRJouHouIiCAiIiLJcmtra6ytrbXPnz9/jp2dnfa5vb09ly5d0j5/+PAhefLkYcSIEVy7do2SJUsyduzYjzwAGbEVQgghhBCQeLsvPR/e3t40aNAgycPb21tnkxqNJpnd/NNAJyQkcPr0abp06cKOHTsoWLAgv/zyy0cfgozYCiGEEEKINOnWrRsuLi5Jlr87Wgvg4ODA2bNntc+fP3+Ovb299rmdnR1ffPEF5cqVA6B58+YMGTLko3NJYyuEEEIIIVAY6f9B/vtTDlJSs2ZN5s+fT2hoKBYWFuzbt49JkyZpX69YsSKhoaHcuHGD0qVLc+jQIb788suPyg+g0CQ3RiyEEEIIIf5T7nXqrXdtEZ9letfu2LGD3377DaVSSdu2benTpw99+vRhyJAhlCtXjosXLzJp0iRiYmLImzcv06dPJ3fu3B9zCNLYCsMQsm1nVkfQi13r5gRNnJbVMfRSwHMEAI9GTcjiJPopOHUcISGRWR1DL3Z2VgCfVd7PKSvIuc0Mcm4zz9tzm9Xude6jd22Rdb9nYpKPJ1MRhBBCCCFE4oVhnzlpbIUQQgghRJrm2H6qPv8jEEIIIYQQAhmxFUIIIYQQIFMRhBBCCCGEgTDW/6tyP1XS2AohhBBCiDR9pe6nShpbIYQQQgghUxGEEEIIIYRhUCg+/3sKfP5HIIQQQgghBDJiK4QQQgghQObYCiGEEEIIAyF3RRBCCCGEEAZBLh4TQgghhBCGQCFTEYQQQgghhEEwgLsiSGMrhBBCCCFkKoIQQgghhDAQMhVBiM/PievX+C1gN/EJCRTLl49RbduTI1s2nZq958/hc/QPFCjIZmrK0FYulC5QEICe8+YQr1Ri8ubq0UYVv6aTc71MyZqtRFGs6zujMDZG+TyEsO170MTHJ19bqgS5WjfjybRfExcYGWHT5FvMCxUAIPb2XV4dOAwaTaZkfZshZ+MGKEyMUT4LJnTrdjRxyee1KFOKXN+78HjCL/8s+9IJ63q1URibkBAeTujmbaijYzItrxBCiHcYwFSET/oILl++zJgxY7I0w8aNG9m5c2em7mP+/PnMnz9f7/rAwEDc3NxSrRk5ciS+vr5Jlj969IjRo0dneL4jR45Qr149hg0blqZtv7/9UaNG8fjx4zRvQ19hr18zZfNGvNy6sd59JPlz5Wbxnl06NQ9DnrNo9w5m9ezLqqHD6NbgW0avXgVATHwcT16+YNXQYdpHZjW1RtktsG3ZlNDN2whetAxVWDg5GzgnW2uSyxabb+vpfIxkWbUSxtktCF68nOAlKzAr6IhFmdKZkhXAKEd2crVtxct1m3g2eyEJoeHYfNcw+by5c5GzaSOdvKaO+bBt2YQXazfxbO5iEl6EkrNR/UzLK4QQQpfCSKH341P1STe25cqVY/LkyVma4a+//iI+hRGyz9GTJ0949OhRhm83ICCAfv36MWvWrHRtJzAwEE0mjiieuXUTp4IFKZjHDgCX6jXZ/9d5nX2aGpswok078lhbA1C6QAFCX0eiTEjg+qNHWJiZ475yGV3nzGDeDn/ilMpMyWpetAjxT56REBoGwOuzf5G93JdJ6hQmJuRyaU74vkM6y1+fOsPLrduBxCbZyDwb6tjYTMkKkK1EMeKDHpPwMlS7/+xflUua19SEXO1dCN+1V2d5jorleX32L1ThrwB4deAwEUeOZ1peIYQQ71Eo9H98olKdivDs2TOGDx9OdHQ0RkZGeHh4ADB58mTi4uKwtbVl4sSJxMTEMHz4cO3I5h9//MHGjRtZsmQJS5cuZc+ePahUKmrXro27uzuPHz+md+/e2NraYm5uzvLly5k+fTqnT59GpVLh6upK9+7dCQwMZMGCBaxZs4a///6bkSNHolKpqFy5MkePHmX//v2MHDkSS0tLrl69SnBwMAMHDqRNmzYpHpNKpUp2X6tXr2bv3r2sXbuWc+fOMXr0aEaOHMmhQ4c4deoUdnZ2ODk54enpybNnz1AoFAwbNoyaNWsyf/58Lly4wNOnT+ncuTMBAQGUK1eOc+fOERoaioeHB87Ozvz9999MmjSJ6OhoQkND6dGjB127dtXrjfrzzz+ZOnUq5ubmFClSRLv8wYMHjB8/nvDwcLJly8bYsWMpU6YMAIcPH2bt2rUolUr69+9P06ZN8fLyIigoiAkTJjBu3LgU97ds2TI2bdqEra0t1tbWlC9fHoCjR48yb948EhISKFCgAJMmTeLAgQMcPHiQkydPYmRkxBdffMGcOXOIjY3l1atXuLu706RJE0aOHEnVqlVxdXUFoFSpUty8eVO7z6VLl/L8+XP69u3LunXrsLW11evcpEVweDj2OW20z+1y5iQqLpbouDjtdIR8uXKRL1cuADQaDfN3bqe205eYmpgQHRfL18WK87/WrpgYGzNxwzqW7NnFjy1bZ3hWk5xWqF5FaJ+rIiIxymaOwsxMZzqCTfPGvD53AWXw86QbUauxbuCMZZWvUT55RvyDjP+l5i3jnNbv5Y3AKFs2FOZmOtMRbF2aExV4DuXTYJ31TfLkRvk0mDxu7TG2tUH57HmS5lcIIUQmMvqkxzv1kmpju2XLFr755ht69+5NYGAgZ86cYf369fz666+UL1+ePXv28L///Y+tW7diZGTE33//TcmSJdm5cyctW7bk6NGjXLlyhS1btqBQKHB3d2f79u1UqlSJe/fusWzZMgoUKMD69esB8PPzIz4+nl69elG2bFmdLCNHjuTHH3/E2dmZVatWoVKptK89e/YMHx8f/v77b7p27ZpqY7tp06Zk9+Xm5sb+/fvx8fFhzZo1TJ06lUqVKlG/fn2qVq1KnTp1+Omnn2jTpg0NGjTg+fPndOrUiW3btgEQHx/P7t27gcTRS6VSycaNGzl06BBz587F2dmZzZs3M2DAAGrUqMGjR49o2bKlXo1tfHw8I0eOxNvbm2LFiulMzxgxYgSenp6UKVOG27dvM3DgQPbuTWwGYmJi2LRpEy9fvqRNmzZUqVIFDw8PFixYkGpTe/nyZbZu3Yqfnx8KhYL27dtTvnx5QkNDmTVrFqtXryZnzpxs2LCBmTNnMnnyZM6dO6dtWocMGYKXlxfFihXj5MmTTJkyhSZNmnzwOPv27cuGDRtYunRppjS1QIqjwUbJfKwSEx/H5E0beB4ezqxefQGoXaYstcv883fTrV4DxqzxzpTGNsXfiN85hhyVK4JaQ/SFyxjntE62POLgESL+OIZt8++wadaIMP/dGZ8VUs6r/ievZfXKoFITde4CxjY5dVc3MsLCqSTPl61GHRVFzu++xdalBS/XbsycvEIIIXR9wiOx+kq1sa1RowaDBw/m+vXrODs74+zszK5du7Sjd02aNMHT05PIyEhatWrFrl27KFiwIKdPn2bKlCn8+uuvXLp0STtCFxsbS/78+alUqRK5c+emQIHEi1pOnjzJ9evXOXXqFADR0dHcvHmT4sWLAxAeHs7jx49xdk6cX9imTRtWr16tzVmrVi0UCgUlS5YkPDw81QNOaV+VK1dmypQptGjRgo4dO1KpUqUk6544cYK7d+8yb948ABISErQf6789J2/VqVMHgBIlSmgzjRw5kmPHjvHbb79x8+ZNoqOjU8361s2bN7G3t6dYsWIAuLi4MHfuXKKiorhy5QqjRo3S1kZHRxMWFqatMzExwcHBga+++oqLFy9iZWX1wf2dPn0aZ2dncuTIAcB3332HWq3m4sWLPH36VNuMq9VqcubMmWT9GTNm8McffxAQEMDFixeJiorS6zj/DQ42tlx79FD7/EXEK6wsLLAwM9epexYWxgjv5RS2c2D+DwMwNzUF4M9rV7HMlo2vihbT1poYZ85vuKpXEZg55tc+N7a2Qh0Tg+adqQ85KpRFYWqKfd/uKIyNUZiYYN+3Oy98tmBimxN1VHTiVAa1muiLl7H57ttMyQqgCn+FeUHHd/Jao4rWzZv9668wMjXFYfAPiXlNTXAY/AMhq9ahioxEGfwc9evEvy9R5y5g31u/TzSEEEJkAENvbCtVqsSuXbs4fPgwu3fvZvPmzUlqNBoNKpWK5s2b061bN0qXLk3t2rUxNzdHpVLRrVs3evToAUBERATGxsaEhYWR7Z2r0FUqFe7u7jRq1AiA0NBQsmfPzsWLFwEwNjZOdd6luXliU6LQ4w1JaV+QOP/U0tKSa9euodFokmxPrVbj7e2NjY0NAMHBweTJk4cDBw7oHE9KmYYOHYq1tTX16tWjadOm7Nqle9FSShQKBWq1Wvvc+M3V+Gq1GjMzM/z9/bWvPXv2TJvP+J3vfNZoNJi+ac7Suj8TExPi4+NRqVR8/fXXLFmyBIC4uLhkm9ZOnTpRrVo1qlWrRo0aNRg+fLh2u2/fR2UmzUv9kKolS7Jg13YevQihYB47tp06SZ0yup8ORERHM/i3RTSpVJme3zbWeS3k1Su8D+5nQb+BmBgbs+HYEeqX/ypTssbeuU/Ob+tjksuWhNAwclT6ipibt3Vqni9fo/2zcU5rHPr34vnSVQCYVyyPWYH8vNywFTQaLMp9Sez9B5mSFSD21h1smjbCJHcuEl6GYlmtMrHXbujmXbTsn7w2Ock7dADB838DIPrydWyafovRH8dQR8eQvawT8Y+fZFpeIYQQuhQGMBUh1SOYPn06/v7+uLi44OnpyY0bNwgPD+fSpUsA7N69m/z582NjY4ODgwP58uVj6dKltGzZEoDq1avj7+9PVFQUCQkJOh+Tv6t69eps2rQJpVJJVFQUnTp10ja1AFZWVhQqVIgjR44AsGPHjo8+4JT2FRUVxdixY1m0aBEWFhb4+PgAic3h22kP1atX1y6/ffs2LVu2JCZG/1sRHT9+nCFDhtCwYUPOnDkDoDOlIiWlSpXi5cuX3LiR2CS8bYitrKwoXLiwtrE9fvw4nTt31q63a9cuNBoNjx8/5vLly5QrVw5jY2MSEhJS3V+NGjU4fPgwkZGRxMXFsX//fgAqVKjAhQsXuHfvHgCLFi1i+vTpOuuGh4dz//597bSR48ePa4/RxsaG27cTG7MDBw4ku+93z3dmsLW0YvT3HfBY603nmdO4++wpg5q35EbQI7r/mnjhm9+pEwSHh3H06hW6/zpL+3gVFUWratX5qmgxes6dTeeZ07AwM6dHw0aZklUdHU3Y9t3katsah/69MbW3I3zfIUzz5cW+b/cPrh95/BSq8Fc4/NAThx96glpNxMEjmZIVQB0VTehWf3J3/p68Pw3ANK894bv3YeqYD4fBP3xw/dgbfxN5PBD7Pt3JO3QAZoUKEOr78T/rQggh0sjQLx5zc3Nj2LBh+Pn5YWxszIQJE8iXLx+TJk0iJiaGnDlzMmfOHG19q1atmDNnDtWqVQOgfv363Lhxg3bt2qFSqahTpw4uLi5JbufUoUMHHjx4gIuLCwkJCbi6ulKtWjUCAwO1NdOmTWP06NH8+uuvlCpVKskIqb5S2tf48eNxdnamfPnyjB07lnbt2lG3bl1q1qzJ7NmzsbKywsPDA09PT1q0aAEkNv6WlpZ673vw4MF06tQJa2trihQpgqOjI0FBQR9cz9TUlNmzZ+Pu7o6JiYn24jBI/Nh//PjxLFu2DFNTU+bMmaMdJc6ePTuurq4kJCQwceJEcuXKhUKhIDIyEnd3d2bMmJHs/pycnOjWrRtt27bF2tqa/PkTPw63s7NjypQpDB06FLVajYODQ5Jt2NjY8P3339OsWTMsLS356quviI2NJTo6mk6dOjF06FBatGhB9erVsbOzS7Lvb775hr59+7Js2TIKFiyo97lNixqlnahR2klnmXX27Kwamnirsm71G9KtfvK3qQIY2KwFA5u1yJRs74u9fZfY23d1limfPtOOyr5L9SqCJ7/88/OIWk34nv2ZnFBX7M3bxL43qqx+/FQ7KvsuVfgrHo+fqrMsKvAsUYFnMzWjEEKIFHzCt/HSl0KTmfdWykALFiygXbt22Nvbs2/fPnbs2JGme78KwxayLXPvNZxR7Fo3J2jitKyOoZcCniMAeDRqQhYn0U/BqeMICYnM6hh6sbNLnOv+OeX9nLKCnNvMIOc287w9t1ktaPwvHy56o8D4kZmY5ON9Nt88lj9/fnr27ImJiQnW1tap3t929+7d/PZb0hEiQGc+6qfGzc2NiIiIJMs7dOhAx44dM3RfDx8+ZPDgwcm+5uXlRblySe8/KoQQQggDZgAjtp9NY+vq6qq9u8KHNG3alKZNm2Zyooy3Zs2aDxdlkEKFCn3STb4QQggh/mWf8NxZfX3+l78JIYQQQoh0UyiM9H6kxY4dO2jatCnffvst69atS7Hu8OHD1K+fvq9S/2xGbIUQQgghRCbKhKkIwcHBzJkzB19fX8zMzOjQoQPVqlXTflfBWy9evGDatPRfgyIjtkIIIYQQIk23+4qIiCAoKCjJ4/1rhU6cOEH16tWxsbEhe/bsNG7cmICAgCS79vDwYNCgQek+BBmxFUIIIYQQkIYvaPD29mbBggVJlg8aNEjn4vTnz5/r3N7T3t5e+30Ib61evZoyZcpQoUKFjwitSxpbIYQQQgiRpovHunXrhouLS5Ll1tbWOs+Tu6vsu9/K+vfff7Nv3z5WrVrFs2fP0hA2edLYCiGEEEIIFGmYY2ttbZ2kiU2Og4MDZ8/+88U7z58/x97eXvs8ICCAkJAQ2rRpg1Kp5Pnz53Tq1En7Ta9pJXNshRBCCCEEKIz0f+ipZs2anDx5ktDQUGJiYti3bx9169bVvj5kyBD27t2Lv78/S5cuxd7e/qObWpDGVgghhBBCQJouHtOXg4MDP/30E127dqV169Y0b96c8uXL06dPHy5fvpzhhyBTEYQQQgghRKZ981iLFi1o0aKFzrLff/89SV2BAgU4dOhQuvYlja0QQgghhEjTFINPlTS2QgghhBAiTRePfaqksRVCCCGEEGmaO/upksZWCCGEEEKk6QsaPlUKTXJ3zhVCCCGEEP8pT5es0Ls2X7+emZjk48mIrRBCCCGEkKkIQnwqIiMisjqCXqysrXn6IjSrY+glX55cAASHhmdtED055LJJ02hDVno70hESEpnFSfRjZ2f1WWUFObeZQc5t5nl7brOaXDwmhBBCCCEMg9zuSwghhBBCGASZiiCEEEIIIQyCTEUQQgghhBAGQaYiCCGEEEIIQyAXjwkhhBBCCMNgbJzVCdJNGlshhBBCCGEQF499/pMphBBCCCGEQEZshRBCCCEEGMSIrTS2QgghhBAChdHn/0G+NLZCCCGEEEJGbIUQQgghhIGQuyIIIYQQQgiDYAD3sf38J1MIIYQQQgiBjNgKIYQQQghAIXNshfg0/fnnnyxYuJD4+HhKlCjBWA8PLC0t9apRqVTMmTOHk6dOoVKp6NKlC23btAHg6NGjjJ8wgbwODtrt/P777+TIkYM5c+Zw4OBBclpbA/DFF18wderUdB/LyRPH+X3JYpTxSooWL8bPo8aQI0eOj6obO2okufPkYeiw4enOpd3v8T/5bfFilMp4ihUrzogxY8iRw1LvurjYWObMnMH169fRaNSUKfMlPw13xzxbNm7f+pvZM2YQFfWa7Nlz0PuHflSqXDljct+9w+/Hj6BUqSiax46fv21CDnNznRrfC+fYfvEvUChwzGnD8G+/wzZ74jlttWQeeSyttLUdKlXlW6cvMySbEEJkCcXn/0H+538EmWD+/PnMnz//X93n3LlzOXjwYKo1pUqVSnb5vHnzOHv2bJr2l9K2UuLm5kZgYGCqNfPmzaNBgwasXLkyTdt+d/uRkZEMGDAgzeu/KywsjAkTJzJ92jR8t27F0dGRBQsW6F3j6+vLw0eP2LhhA6u9vVm/fj1Xrl4F4NKlS3Tp0gUfHx/t423zeOnyZaZMnqxdnhFNbXhYGNMmT2bi5Kms2bCR/PkdWbp40UfVrV+3lkuXLqY70/v7nTrZi0lTp7Ju42byOTry26Lk86VUt9p7FSqVipVr1rJyzTri4uNYu9obgNE//0zzli3xXrcer1+mMXvGNF6+fJn+3NHRTNu3m4nNW7Omex/y57Rh6Z9HdGpuBj9j47nTLOjgxqquvXC0tWXFiWMAPAx9iZV5NpZ36aF9SFMrhPjsGSn0f3yipLH9RPz44480aNDgo9Y9c+YMKpUqgxOlnb+/P8uWLaNHjx4fvY1Xr15x48aNdOU4deoUZcqUoVChQgC0bdOGPQEBaDQavWr+OHyYli1aYGJigrW1NY0aNWLPnj1AYmN79swZuri50btPH86fPw9AfHw8N2/eZO3atXTs1An3n3/m2bNn6ToOgDOnT1PayYkCBQsC0NLFlQP79uociz51f507x+lTp2jZqnW6M73r9OlASjs5UbBg4nls7erK/r0BSfKlVlfhq6/o2qMnRkZGGBsbU6JkKZ49e0Z4eDjPnwfTuElTAHLnzk2xYsU5fepkunOfeXCP0nnzUsA2FwAty1fkwI2rOrlLOeRlXfe+WJqbE5eQwIvXr7HOZgHA1aePMTJSMHTzenquWYH3qeOo1Op05xJCiCxlbKz/4xP1n2xsZ82aRaNGjWjfvj2DBg3C19eXZcuWaZddunRJW1u9enVGjRpFixYt6NChA0FBQSlud+/evQwdOhSA+/fvU6pUKV68eAFAr169uHTpEg8ePKBHjx64uLjQsWNHrl27BsDIkSPx9fUFYPXq1TRq1Ig2bdrg7u6uM3rs6elJy5YtadmyJQ8ePGDbtm1cuXIFDw8Pbt68meL2g4KC6NixI61atcLT0/OD5yg+Ph53d3eaNGlC7969CQsL0762dOlSXFxcaNmyJdOnT0ej0eDp6UlwcDADBw7k+vXrrF27lu+//57mzZvTokUL7ty5A0D9+vW15zAwMBA3Nzed/Xp5efH8+XMGDhz4wYwpCQ4OxuGdqQL29vZERUURFRWlV837rznY2/M8OBiAnDlz8v3337N2zRoGDRyI+88/ExwcTEhICJUrV2bgwIH4rFtHuXLl+N+wYUkavLR6/jwYO3t77XM7OzuioqKIjo7Wu+5FSAjz587BY9x4jDL4H6PnwcHY2/9zruzs7N/sN0rvuqrVqlPwzS8Yz54+ZfPGDdSr3wAbGxvy5ctPwO5dADx5/JhLFy/w8s3PVLpyR0ZiZ2n9Tx4rK6Li44mOj9epMzE25tjtv/n+90VcCnpEky/LAaBSq6lcqAjTXb5n7vedOHP/Hr4XzqU7lxBCZCmFQv/HJ+o/19geOnSIc+fOsXPnTpYuXcq1a9cICwtj69at+Pn5sXLlSp2RtrCwMKpWrcqOHTto1qwZXl5eKW67Vq1anDt3Do1Gw8mTJ8mdOzenT58mNjaWe/fuUa5cOUaMGIG7uzt+fn5MmjSJn376SWcbN27cYN26dfj6+uLj48ODBw90Xq9Zsybbt2+nVq1abNiwgdatW1O2bFm8vLwoVapUitufNGkSrq6u+Pv78/XXX3/wPK1ZswaAPXv24OHhwcOHD4HEOaZXrlxhy5YtbNu2jeDgYLZv387EiROxt7dn6dKlFCxYkAMHDrBmzRp27txJw4YN8fHx0ev98fDwwN7enoULF+pVnxx1Cs2k8TtNXWo1yTWjbxvCGTNmUK9ePQC++uorypcrR2BgII6OjsybO5fChQujUChw69KFx48f8+TJk48+DgBNCqOARu99O0xKdRqNhonjPBn041By58mTrizJ50v+PBoZGae57uaN6wzq/wOubb6nZu3aAEydMYPDfxyiW+dOLP99KdVr1sLE1DT9uUkpT9J/rOsUL8n2/kPoXqMW7r6bUGs0NC/3FUPqNcTMxASrbNn4vlIV/rx9K925hBBCpM9/7uKxEydO0KRJE8zMzDAzM6Nhw4YAODs7a+dKfvfdd6jfNArm5ua0bt0aABcXF2bPnp3iti0tLSlatCg3b97k1KlTdOvWjTNnzpAjRw6qVatGdHQ0V65cYdSoUdp1oqOjdUZDT548Sb169bQXOjVr1oyIiAjt62/zFi9ePMm82qioqBS3f/r0aWbNmgVAy5Yt8fDwSPU8nT59mvbt2wNQuHBhKlasqM136dIlXF1dAYiNjSV//vxJzsOsWbPYtWsX9+/f59ixYzg5OaW6v4yU18GBK1euaJ+HhIRgbW2NhYWFXjV5HRy0I+0Az0NCsLe3JzIyks1bttCje3ftlaMawMTEhFu3bvH3rVs0a9pUu55Go8HEJO0/Yit+X8rxP/8EIDo6iqJFi2lfe/EiBCsrK51jAbDPm5frb0bn3617cP8eT58+YeG8eQCEhr5ErVYTHx/Pz6NGpzkbwPKlv3H8z8S5plFRURQt9k6+kBCsrKyT5HPI68C1a1dSrDu4fx+zZ8xg6LDhfNu4sbZOrdYwdfpM7Xl0/2koterU+ajc77K3sub6039+6XjxOhIr82xYmJpplwWFhxEaFUV5xwIANPmyPLMP7iMyNpbAe3coZmdPMbvEUXKNRoOxAXwVpRDiv02RSXNnd+zYweLFi1EqlXTv3p3OnTvrvH7gwAHmz5+PRqOhQIECTJ06lZw5c37Uvv5z/xIbGRlpm9a3FAqFzrJ3mxEjIyNtE6NWq3VG/ZLj7OzM8ePHuXv3Lu3atePs2bMcPXqUevXqoVarMTMzw9/fX/vYvHkzNjY2qeZ719tsCoUiycjih7b/tl6hUHzwlh4pnROVSkW3bt10tt+vXz+ddZ8+fUr79u2JjIykbt26uLi46GR9++eEhIRUM3ys6tWrc+XKFe0o89atW3GuW1fvmrrOzmzfvp2EhAQiIyPZt28f3zg7kz17djZv3syhP/4A4MbNm1y9epWaNWuiUCiYOXMmjx8/BmDLli0UL15cZ0qDvnr26cty79Us917NoqW/c+3qFYIePQJgu58fterUTbJOlapVk637smw5Nvv5a7fXsrUL9eo3+OimFqBX3x9YsXotK1avZcnvy7l25QqPHiWeR38/X2rXTdp4VqlaLcW6w4cOMnfObGbNnafT1ALM+GUqfx5NvKjr8qVL3L17h8pVqn50dm2eLwpz7dkTgsJCAdh+6QK1ihXXqQl9/ZqJu/0Jj0mc9nHgxjWK5M5DTgsL7r18wYqTf6JSq4lLUOJ38Tz1S5VOdy4hhMhSCiP9H3oKDg5mzpw5+Pj44O/vz8aNG7l9+7b29devXzN+/HiWLl3K9u3bKVWqVLou4P/PNba1atVi3759xMfH8/r1aw4fPkx0dDSHDx8mMjKSuLg49u/fr62PiYnh0KFDQOLV8nXrJm0q3uXs7MyGDRsoXrw4tra2mJqa8scff1CrVi2srKwoXLgw/v7+ABw/fjzJby01atTgyJEjvH79mvj4ePbt2/fBJtTY2BiVSpXq9t9OYQC0x5+aGjVqsHPnTtRqNY8fP9ZeJFW9enX8/f2JiooiISGBgQMHsnfvXp11L1++zBdffEH37t2pUKECR48e1V7cZmtrq/0LndxdIExMTNLd8ObKlQtPT09GjBxJ2++/5/adOwwdOpRr167RqVOnVGsg8UKyAgUK0KlTJ7p260arli2pVKkSxsbGzJo5k7Vr19KufXsmTpjA1ClTsLGxoXjx4rgPH85P//sfbb//nj8OH2bK5MnpOg4AW9tcjBjtwTiP0XTt1IG7d+8wYPBgAG5cv06vbl0/WJeZbHPlYqTHWDxHj6JLh/bcvXOHgYN/1Obr2bXLB+t+W7wIjUbD9KmT6dm1Cz27dmH2jOkAuI8cxQafdXTr3IlF8+cyZdr0JKPBH5U7ew5GNGrKuJ3b6Or9O3dfhDDAuT43nj2l19rEu3qUL1AQt6o1Gbp5Pb3WruTQzet4tUz8pKJb9VpYZ8tGzzUr6LlmJWXzOdKsbIV05xJCiCxlbKT3IyIigqCgoCSPdz9lhsRPyqtXr46NjQ3Zs2encePGBAQEaF9XKpWMHz9eOxBUqlQpnj59+tGH8J+biuDs7Mz58+dxcXEhZ86c2NvbU7RoUbp160bbtm2xtrZO8tF6QEAAc+bMwd7enmnTpqW6/WLFiqHRaKhaNXFUqWrVqvz999/aaQ4zZsxg/PjxLFu2DFNTU+bMmaPTuJYsWZKuXbvSvn17smfPjq2tLebv3VvzfXXq1GHcuHFMmzYtxe17enri7u7Ohg0bKFeuXLL3QX1Xp06duHXrFk2aNMHR0ZGSJUsCiRd/3bhxg3bt2qFSqahTpw4uLi4669aqVYv169fTtGlTzMzMKF++PLduJc4/HDJkCJMmTWLBggXUfjOP8l25c+cmf/78uLm5aef5fozatWpRu1YtnWU5c+bUmeubXA0kNtfDhg1LdrtlypRh5YoVyb7WtGlTmr4zFSGjVK9Zk+o1ayZZXtrJieXeqz9Y964evXpneL4aNWtRo2bS81jayYkVq9d+sG795q0pbrtosWIsWZb8+U6v6kWKUb1IMZ1l1nktWN7ln7t6tKpQkVYVKiZZN5upKSMaZfx7LYQQWSoNI7He3t5JbqUJMGjQIAa/M7Dy/Plz7OzstM/t7e11LtK3tbXVTrOMjY1l6dKlSS4sTwuFJr2XbX9m/vrrL+7fv4+LiwtKpZL27dszZcoUSpdO/mPEUqVKcfPmzX8t37179zhy5Ajdu3cHoH///nz//ffUr1//X8vwOYp87zfET5WVtTVPX4RmdQy95MuTeCus4NDwrA2iJ4dcNjxdkjlNcEbL168nACEhkVmcRD92dlafVVaQc5sZ5NxmnrfnNqu9PHxM71rTryskGZ0FsLa2xtr6n7vOLFmyhJiYGO3F7Js3b+by5ctMnDhRZ72397EvWLAgU6ZM+cgj+A+O2BYpUoQFCxawcuVKNBoNrVu3TrGpTcmwYcN05oe8Vb9+fX788cd05XN0dOTy5cs0b94chUJB7dq1tVfhZ7Tdu3fz22+/Jfva2+kMQgghhBDve7+BTYmDg4POxe7Pnz/H/p3bU75d1qtXL6pXr87o0R9/DQj8BxtbGxsbli9frnd9cqO1b+8ukBnMzMwydfvvyqyPzoUQQgjxGcqE+9PWrFmT+fPnExoaioWFBfv27WPSpEna11UqFf369aNJkybp/uZR+A82tkIIIYQQIhmZcNtCBwcHfvrpJ7p27YpSqaRt27aUL1+ePn36MGTIEJ49e8a1a9dQqVTai9HLli3L5I+8AFsaWyGEEEIIkXjHg0zQokULWrRoobPs999/B6BcuXLcuHEjw/Ylja0QQgghhECRhrsifKqksRVCCCGEEJkyx/bf9vm35kIIIYQQQiAjtkIIIYQQAsDo8x+xlcZWCCGEEEKAsXFWJ0g3aWyFEEIIIQQKA5hjK42tEEIIIYTIlPvY/tuksRVCCCGEEHJXBCGEEEIIIT4VMmIrhBBCCCEMYsRWGlshhBBCCIFC7ooghBBCCCEMggHcx1ah0Wg0WR1CCCGEEEJkrfAbf+tda1O6ZCYm+XgyYisMQvj1G1kdQS82TqUJi4jM6hh6sbW2AiD09NksTqKfXFUr8+re/ayOoZecRQoDfFZ/F0JCPo+sdnaJf28/p7yfU1aQc5sZ3p7bLGcAI7bS2AohhBBCCIO4eExu9yWEEEIIIQyCjNgKIYQQQgi5K4IQQgghhDAQBjAVQRpbIYQQQggBRp//DFVpbIUQQgghhIzYCiGEEEIIAyG3+xJCCCGEEIZAoZCpCEIIIYQQwhDIVAQhhBBCCGEQZCqCEEIIIYQwCDIVQQghhBBCGAQZsRVCCCGEEIZAYQBzbD//MWchhBBCCJF+Rkb6P9Jgx44dNG3alG+//ZZ169Ylef369eu0adOGxo0bM2bMGBISEj7+ED56TSGEEEIIYTgUCv0fegoODmbOnDn4+Pjg7+/Pxo0buX37tk6Nu7s7Y8eOZe/evWg0GjZt2vTRhyCNrRBCCCGEyJTG9sSJE1SvXh0bGxuyZ89O48aNCQgI0L7++PFjYmNj+eqrrwBwdXXVeT2tZI6t+M/58+xZFq9ZTbxSSfHChRkzaDCW2bMnqdNoNEyaN4+iXxSiS2sX7fLI16/pN2Y0HoMH41S8RKZkPP7nnyxauABlfDzFS5RgjMdYclhaprku+NkzevfswRqf9djY2ABw7epV5syeRWxMLGq1ii5du9GkadOMyX3hLxZv2ohSmUCxggUZ06cPOSySP7deS3+jaIGCdG7WTLt864H9bD98mDhlPKULF2F07z6YmZpmSDaAPwMDWbRyZeJ7X6QIHj/9hGWOHHrVjPSaxKMnT7R1T5494+ty5Zk1YQJnL15g3rJlJCQkkM3cnGH9+/NlqdIflTG9771KpWLunDkEnjqJSqWiU5cuuLZpq7Puk8eP6d7VjbnzF+BUpgwAc+fM4dDBA1hb5wSg0BdfMHnq1I86BiHEZyoNUwwiIiKIiIhIstza2hpra2vt8+fPn2NnZ6d9bm9vz6VLl1J83c7OjuDg4LQm15IR21RcvnyZMWPGpPj6kydP+O6773B1deWXX35h/vz5qW5v3rx5nD17FoAxY8Zw+fLlDM2bVQIDA3Fzc8vQbbZq1SpDt/dW2KtXeM2fx9QRI9m8aDGODnlZtHp1krp7jx4x0HMsB47/qbP8+Nmz9PjZnfuPH2dKPoCwsDC8Jk5g6rTpbNrqS35HRxYuWJDmut27dvJD3z6EhIRol2k0GkaN+Jk+fX9gjY8Pc+bOY96vc3j48GH6c0dEMHnpUqYOGcrGGTNxtLdn0caNSeruP37M4KlTOHg6UGf54TNn2Lx/H/NGjsJn6jTi4uPZELAn3bm0+cLDmTR7Fr+MHcuW5ctxzJeXhStX6F3zi8dY1i1azLpFixnz41CsLC35edBAlEolY6ZMYcyPQ/FZvIQeHTsybvqMj8uYAe+9n68vjx49ZN2GjazwXs3G9eu5evWKdt24uDjGeY5FqVTqbPPy5UtMmjyFNT4+rPHxkaZWiP8gtUKh98Pb25sGDRokeXh7e+tsU6PRJNnPuxepfej1tJLGNhXlypVj8uTJKb5++vRpvvzyS3x9fcnx3qhPcs6cOYNKpQJg8uTJlCtXLsOyGhp/f/9M2W7ghb9wKl6cQvnzA+D63XcEHD2S5Adry57dNK/fgIa1auss37RrJ+OG/Iidba5MyQcQeOoUTmXKUKhQocSMbdqyN2BPkoyp1YWEhHDk8BHm/DpXZ534+Hh69elD1WrVALB3cCCnjQ0hz5+nO/fpy5dxKlqUgnnzJuZp0JC9J44nPbcH9tOsbl0aVK2ms3zPn8fo1KQpOS0tMTIy4ucePfnuvfOfHoHnz1OmZCkKOToC0KZZcwIOHdLJp0+NUqlkwqyZ/PRDPxzs7DE1NWXXOh9KFS+ORqPhydNn5LS2+riMGfDeHzn8B81btMTExARra2saNmpEwJ5/fkGYOX0azZq3IOebEXxI/Hvx982brFu7li6dOjLyZ3eePXv2UccghPh8qTX6P7p168bBgweTPLp166azTQcHB168eKF9/vz5c+zt7VN8PSQkROf1tJKpCKkIDAxkwZtRkHLlynHu3DlCQ0Px8PDA3t6eX3/9lejoaDw9PXWG0deuXYu/vz8xMTEoFAp+/fVXLl++zJUrV/Dw8GDBggV4eXkxaNAgqlWrxpIlS9i+fTvGxsbUqlULd3d3nj59yqBBgyhRogTXr18nd+7czJ07V/txcnL27NnDypUriY2NJS4uDi8vL6pUqYKbm1uS/M7OzowcORJLS0uuXr1KcHAwAwcOpE2bNtqR58GDBwNQv359Vq9ejY2NDaNHjyY4OJjnz59TuXJlpk+frte5fPz4MaNGjSI0NJRs2bLh5eWFpaUl/fv3p2DBgjx48ID8+fMzY8YMbGxsKFWqFDdv3vzIdy5lwS9e4JAnj/a5fZ48REVHExUTozMdwb3vDwCcfefjEoC548ZneKb3PQ8OxsHB4Z+M9vZERUURHRWl85F0anV2dnZMm5F01NDc3JyWrVprn2/z9SUmOpovy5ZNd+7g0JfY5/6n4bfLlYuomBiiY2N0piMM79YdgLNXr+qs//DZU5wiijF0+jRehIdRoWQpBnXomO5c2nwhIdjbvfPe29klvvfR0drpCPrU+O8NIE+uXNSrVUtbZ2JiwsuwMLoOGkh4RASTR43+qIwZ8d4nfc2B27cSL9Tw37aNhIQEWru4sOqd0eoXISFUqlyZAQMHUuiLL1i3dg0/D/sf3mvXGcTtf4QQ+lEnM3qaEtuculMOUlKzZk3mz59PaGgoFhYW7Nu3j0mTJmlfd3R0xNzcnHPnzlGpUiW2bdtG3bp1Pyo/yIit3pRKJRs3bmTUqFHMnTsXJycnhgwZQv369Zk4caK27vXr1xw4cIA1a9awc+dOGjZsiI+PD61bt6Zs2bJ4eXlRqlQpbf2RI0c4dOgQvr6++Pn58eDBAzZs2ADAjRs36NGjBzt37sTa2podO3akmE+tVrNhwwZtk9ynTx+WL1+eYv63nj17ho+PD4sXL/5gk3r48GGcnJzYuHEje/fu5cKFC1x9rzlJyYQJE2jcuDE7d+5k8ODBLF68GIC///6bbt26sWvXLooVK6b9RSKzaNTJ/9Aap/HWJZlJrVEnu9zI2Pij6lKyetUqfl/6GzNnzyFbtmxpC5mMlP5BNNLzm2wSVCrOXLnM5MGDWTnRi8ioKJZs2ZzuXP/kS/58Gb9zvvSpWe/nR8+OnZLU5La1Zdc6H5bPnsOk2bN4EBSUYRnT8t4n9z4YGxtx48YN/Hy3MiKZpju/oyNz5s7ji8KFUSgUdO7iRtDjxzx9Z06xEMLwaTQavR/6cnBw4KeffqJr1660bt2a5s2bU758efr06aOdkjlz5kymTp1KkyZNiImJoWvXrh99DDJiq6c6deoAUKJECcLDw1Oss7S0ZNasWezatYv79+9z7NgxnJycUqw/deoUzZo10zYWbdq0Ydu2bTg7O5M7d27KvLmwo0SJErx69SrF7RgZGbFw4UIOHTrEvXv3OH36NEbvNGsp5a9VqxYKhYKSJUumelwAzZs359KlS6xatYq7d+8SHh5OdHR0quu8debMGWbPng2As7Mzzs7OBAUFUbhwYaq9+Vi8devWDB8+XK/tfSwHOzuu3Ppb+zzk5UusLS2xyIDGLj2WLlnCsaNHAYiKiqJY8WLa10JCQrC2tsbCwkJnHQeHvFy9cuWDde+Lj49n0oTx3Lt3j99XrCT/m2kZ6ZU3d26u3fnnFi4hYaFY5cih97nNY2OLc6XK2tHdxrVqscLPL0OyAeS1s+fqjRv/5HvxIsl7/6Gam7dvo1Kp+Lp8eW3N66gozly4oB3BLV2iBCWKFOXO/Xt8UaDAB3Nl9Hvv4JD3vY/1Ej/227NrF1FRUfTp2RNIHKUdN9aDQUN+JF/+/Ny+9TdNmv5zIR8aDSYm8l+EEP8laehX06RFixa0aNFCZ9nvv/+u/XPp0qXZsmVLhuzr0xmm+sSZm5sDH57Q/PTpU9q3b09kZCR169bFxcUl1d9s1OqkIy9vb0z8dp9v95vadqKiomjTpg1BQUHa6Qf65E9u+fv7enuRyZo1a5g+fTq5cuWiS5cuFCtWTO/f2t79D1Kj0WjvYff+cmM9Rxs/VrWvvuLKzZs8fDMS5bs3gDpVq2bqPvXRt18/7UU7y1au5MqVK9oLuvy2bqVOXeck61SrXl2vuveNHjmCqKgofl++IsOaWoCqZctx5fZtHr2Zm+l38CB1v66k9/r1q1bl0OnTxMbHo9FoOHruLE5Fi2ZYvmqVKnHlxg0evrnwz3fXLurWqJGmmvOXL1G5wlc6Py9GRkZ4zZnNxTefXty5f5/7QY/0vitCRr/3dZ3rsmP7dhISEoiMjGT/vn3Udf6Gn4YNY/NWX+2+8tjZMWGSF3WdnTFSKJg9cyZP3hz31i1bKFa8OPbvTGkQQhg+tUaj9+NTJb+OZ7DLly/zxRdf0L17d+Lj41myZAm5ciXOOzQ2NtZePPZW9erVWbx4Me3bt8fExIStW7dSvXr1NO/3/v37GBkZ0a9fPwA8PDyS7Etftra2BAYmXrF+6dIl7VX1x48fp3379rRo0YJbt25x48YN1Gq1zshwSipXrsyuXbto3749J06cYMGCBcyYMYN79+5x/fp1nJyc2Lp1a7rm1egjl40NYwcPYdT0aSQkJOCYNy/jfhzK9du3mLxgIWt//TVT969Xxly5GOvpyeiRI1AqlRQoUADP8RMAuH7tGlO8vFjj45NqXUouXrzAn8eOUahQIfr26qVdPnDwYKq/1+SlOXfOnHj0+YHR8+aiVCXgaG+P5w/9uX73LlOX/87qyalfZe/a8FsiXr+mx9gxqNUaShUuzJCendOVSSefjQ1j/zeMkV6TEt/7fPkY7+7Otb//ZvKvc1i3aHGKNW89evyEfO81e9ktLJjhOY7ZS5aQoErAzNSUSSNG4vDOvHu9M2bAe+/api2Pgx7j1qkTygQlLi6ufF0p9V8wihUvzv+GuzP8fz+hUquxt7dn0uQpac4vhPi8pWWKwadKGtsMVqtWLdavX0/Tpk0xMzOjfPny3Lp1C0icDjBu3DimTZumra9Xr572q+QSEhKoU6cOXbp0SfMVyaVLl8bJyYkmTZqQLVs2qlSpwpOPnB/XtGlT9u7dS9OmTfnyyy+10yG6devG+PHjWbFiBTly5KBixYoEBQVpr8xOjaenJx4eHvj4+GBhYYGXlxcAOXPmZN68eTx8+JBSpUppl2emWpUrU6tyZZ1lOa2skm1qPX/8MdltbHvnI5TMULNWbWomc0cApzJlWOPj88G6d506c1b75woVvtJ5ntFqfvUVNd/cZPutnJaWyTa1Y3/op/Pc2MiIXq5t6OXaJtPy1apalVrvjdDntLJm3aLFqda89fOgQcku/7p8ebw/cLs/faX3vTcxMeGnYcM+uJ9t23Xn7Ddp2jTD7mcshPg8GUJjq9AYwlGIz1JQUBBdu3bl0KFD6d5W+PUbHy76BNg4lSYsIjKrY+jF9s0tq0JPZ14jnJFyVa3Mq3v3szqGXnIWKQzwWf1dCAn5PLLa2SX+vf2c8n5OWUHObWZ4e26z2uOQUL1rHe0y77aX6SEjtp8ZNze3ZL/po0OHDnTsmHG3RvoY06ZN48SJE0mWly1bNtX7AQshhBAi6xnCWKc0tp+ZNWvWZHWEFI0YMSJN9QUKFMiQ0VohhBBCpJ8aaWyFEEIIIYQBkBFbIYQQQghhEAygr5XGVgghhBBCpO0rdT9V0tgKIYQQQgiZiiCEEEIIIQyDjNgKIYQQQgiDYAB9rTS2QgghhBBCpiIIIYQQQggDIVMRhBBCCCGEQTCExtYoqwMIIYQQQgiREWTEVgghhBBCGMSIrTS2QgghhBBCLh4TQgghhBCGwRBGbBUaQ2jPhRBCCCFEupy//UDv2q+Lf5GJST6ejNgKIYQQQgiDGLGVxlYYhNAz57M6gl5yVfmasIuXszqGXmwrlAMg/PqNLE6iHxun0oTs2Z/VMfRi1+RbAF7dvZfFSfSTs2gRIkNDszqGXqxy5QIgJCQyi5Pox87O6rPKCnJuM8PbcyvSTxpbIYQQQgghF48JIYQQQgjDoP78+1ppbIUQQgghBGj4/DtbaWyFEEIIIQQqtTqrI6SbNLZCCCGEEAIDmGKLUVYHEEIIIYQQ/y1Pnjyhc+fOfPfdd/Tv35+oqKgkNc+fP6dXr160atUKFxcXTp48+cHtSmMrhBBCCCHQaDR6P9JrwoQJdOrUiYCAAMqWLcuiRYuS1EyfPp169erh7+/PrFmzGD58OCqVKtXtSmMrhBBCCCFQazR6P9JDqVRy5swZGjduDICrqysBAQFJ6ho1akSLFi0A+OKLL4iLiyM6OjrVbcscWyGEEEIIgSoN9/uKiIggIiIiyXJra2usra1TXTcsLAxLS0tMTBLbUDs7O4KDg5PUNWrUSPvn5cuX4+TkhJVV6l9mIY2tEEIIIYRI0xQDb29vFixYkGT5oEGDGDx4sPb5nj17mDp1qk5N4cKFk6ynUChS3NeqVavYuHEja9eu/WAuaWyFEEIIIUSaGttu3brh4uKSZPn7o7VNmjShSZMmOsuUSiXVqlVDpVJhbGxMSEgI9vb2ye5n+vTpHDlyhHXr1pE3b94P5pLGVgghhBBCpIk+Uw5SYmpqSuXKldm9ezctWrRg27Zt1K1bN0ndqlWrCAwMZP369XrvSxpbIYQQQgiB+l/85rFx48YxcuRIFi9eTL58+Zg9ezYA69ev5/nz5wwZMoSFCxdiaWmJm5ubdr2lS5fi4OCQ4nalsRVCCCGEEP/qFzQ4OjqyZs2aJMs7duyo/fOZM2fSvF1pbIUQQgghhHylrhCfo+N/nWfxpg0olQkUK1SIMb37kiN79iR1Go0Gr6VLKFqgIJ2bNdcub9K/L3a2ubTPOzdrTuNatTMn6/lzLPJZh1KZQPEvCjGm34AUs05atJBiBQvSuWUrAF5HRzF58WIePHmMWq2hqbMzXVsnneifkf48e5bFa1YTr1RSvHBhxgwajGVKeefNo+gXhejyTqbI16/pN2Y0HoMH41S8RKZmPXH1Cr/t3E58QgLF8jsyqmMncmSz0KnZe/Y0PocOogCymZkx1LUtpQt9gTIhgTlbN3Pp7h0AqjmVYUDL1hgbZdytwf88HciilSsTz2WRIngM/QnLHDn0qhnp5cWjp0+0dU+ePePrcuWYNX4CZy9eZO7vS1GpVOS0tuanH/pRsmjR9Oc9fpwFixcTr1RSolgxxo4ZkzTvB2qeBQfTo3dv1q9Zg42NDXfv3cNj3Djt6yqVijt37zJ96lTqf/NNujMLIXRlxBcvZDX5goZPyOXLlxkzZoze9aVKlcrENCnz9fVl5MiRWbLv9AqLiGDy778x9cef2DhzNo729izauD5J3f3Hjxk81YuDgad0lj948gSrHDlYPeUX7SOzmtqwiFd4LVrI1GHubJo7j/z2Diz0WZek7l5QEIMmTuDgyRM6y3/bsAH73LnxmTWHlVN/wXf/Pi7/fTNTsgKEvXqF1/x5TB0xks2LFuPokJdFq1cnzfvoEQM9x3Lg+J86y4+fPUuPn925//hxpmXUZn0dyZT1a/Hq2Zv1YzzJnzs3i3ds16l5GBzMou3bmPXDAFb9PIpujb5j9IplAGw9doTwqNesHjGaVT+P4sq9uxz663zG5QsPZ9Ls2fziMZYty5bjmDcfC1eu1LvmFw8P1i1cxLqFixgz5EesLC35eeAgXkdFMcJrEoN79cZn8RJGDBrM6CmTiY+PT1/esDAmTJ7M9KlT8d24EUdHRxa89y1CH6rZuXs3ffr1I+TFC+2yokWK4LN6tfZRvVo1Gn/7rTS1QmQStUb/x6dKGttPSLly5Zg8eXJWxzBopy9fwqlIUQrmzQeAa4Nv2XvieJLfUrcc2Eezut/QoFp1neWXb/2NkZERAydPosuon1nutzXTProJvHgRp2LFKZTvTdZGjdl77FiSrFv3BtC8Xj0a1Kips/x/PXoy2K0rAC/Cw1AqlcmOnmZY3gt/4VS8OIXy50/M+913BBw9kvTc7tlN8/oNaPjeLwSbdu1k3JAfdUbDM8uZGzdwKvQFBe0Sby/jUqsO+8+d0clqamLCiPadyJMzJwClCxYiNDICZUICHeo1YGK3nhgZGRERHcXrmBisM/DcBp4/T5mSJSnk6AhAm+bNCPjjkE4+fWqUSiUTZs3ip74/4GBnx8PHj7HMnp2qFSsCULhgQXJkz87lG9fTlffU6dOUcXKiUMGCALR1dWXP3r06WVKrCQkJ4cjRo8x9c/FIcv66cIGDf/zBqBEj0pVVCGHYZCrCJyQwMFB7s+Ny5cpx7tw5QkND8fDwwNnZmaCgINzd3YmOjqZChQra9aKiopg4cSK3bt1CpVLRp08fmjdvjq+vL/v27ePVq1e8fPmSevXqMXLkSBQKBUuXLmXPnj2oVCpq166Nu7s7jx8/ZtCgQZQoUYLr16+TO3du5s6di42NDdu2bWPx4sVYWlri6OhI9jf/iV+6dImpU6cSGxuLra0tEyZMoGDBgri5uSV7DI8fP2bUqFGEhoaSLVs2vLy8KF26NNu2bcPb2xu1Ws2XX37JuHHjMDc3z/BzHPzyJfa5c2uf2+XKRVRMDNExMTof8Q/v1gOAs1ev6KyvUquoWrYcgzp2Ji4+nmEzp5PDwoIO3zXN8KzPX77E4Z2s9rlzExUTnTRrr94AnLl8WWd9hUKBibEx4+bN5Y/AUzhXqaptOjND8IsXOOTJ80/ePHmIio4mKiZGp6F27/sDAGcvXdJZf+648ZmW7X3B4WHY29hon9vZ2BAVG0t0XKx2OkK+3LnJ9+b8azQa5m/zpXbZcpi++aYcE2NjFu/wx/fYEUoVLESFYsUzLt+LEOzt7LTP7fPYJZ7L6GjtR/f61Pjv3Uue3LmoV6sWAIUcHYmOjeXUuXNUr1SJazdvcvfhQ16EhqYvb3AwDu/cg9Lezo6oqCjdvKnU2NnZMeOXX1Ldx6/z5zPghx+STG8QQmQcmYogMo1SqWTjxo2MGjWKuXPnAjBp0iRcXV3x9/fn66+/1tYuXryYL7/8El9fX9atW8eSJUt49OgRAFeuXGH+/Pns3LmTixcvsn//fo4ePcqVK1fYsmUL27ZtIzg4mO3bEz+GvXHjBj169GDnzp1YW1uzY8cOgoODmTlzJuvWrWPjxo1ERUUBEB8fj4eHB7NmzcLPz48ePXowduzYVI9hwoQJNG7cmJ07dzJ48GAWL17MrVu32LRpExs2bMDf35/cuXOzfPnyTDmvKX2/tZGecyNb1WvA/7p2x8zUFKscOejYpClHzqb9qk19qFMYCdY361sThvxIwPIVRES9ZsWWLRkRLVmaFD6bysh5pxklpX+8jRRJs8bExTF21QqCXoQwon0nndf6t2jFnqkzyJcrNzM3b8iwfOqUzqWxcZpq1m/zo+c7Vxhb5sjBTM9xrNq4gU4D+rPr4EEqV6iAqYlpOvMm/3f13fden5qUXLx0ifBXr/juna/XFEJkPI1Go/fjUyUjtp+oOnXqAFCiRAnCw8MBOH36NLNmzQKgZcuWeHh4AHDixAliY2PZunUrANHR0dy6dQuA+vXrk+fNKFrTpk05deoU5ubmXLp0CVdXVwBiY2PJnz8/lSpVInfu3JQpU0a771evXvHXX39RsWJF7XZatGjBqVOnuH//Po8ePaJ///7a3K9fv071GM6cOaO9V52zszPOzs6sXbuWBw8e0K5dOyCxIX6bIaPlzZ2ba3dua5+HhIVilSMHFtmy6bX+nj+PUaJQIYoX+gIADWBinDk/Rg557Lh6+5b2eUhoKNY5LPXOeurCBYoVKoRdrlxkz2bBt7Vq88epUx9e8SM52Nlx5dbf2uchL19ibal/3n+Tg60t1x7c1z5/8eoVVtmzY/HepwTPwkIZ8ftvFHZwYP7AIZibmQFw6e4dbCwtKWTvgImxMU2qVuNX380Zli+vvR1Xb97QPg958SLJufxQzc3bt1GpVHxdrry2Rq1WY2FhwZLpM7TL2vXtQ4F0juTnzZuXK9eu/ZMlJARrKyssLCzSVJOS/QcP0qxJkzT/UieESBvVpzx5Vk/yr8Qn6u3H8O9/d/Lb35IUCoX2NbVazYwZM/D398ff359NmzZpm0rdER41xsbGqFQqunXrpq3fvHkz/fr109nv231oNBoUCoXOaIvJm49i1Wo1BQoU0G7H19cXHx+fVI/h7bpvj+X2m/98mzRpopPH09PzY09dqqqWK8+V27d49OwpAH4HD1D368p6r3836BG/b92CSq0mNj6eLfv20rB69Q+v+BGqVajAlVu3ePj0Tdb9+6hTpYre6x88eYLlWzaj0WiIVyo5ePIElcuWzZSsANW++oorN2/y8Eni1fi+ewOoU7Vqpu0vPaqWcuLq/fs8CnkOwLbjx6hTtpxOTURUFIPnz8W5fAUmdOupbWoBzt/6m/nbfElQqVCr1ew/d5avS2TcxZzVvq7ElRs3ePjmQjrf3buoW6NGmmrOX75M5QoVdH7+FAoFP3mO5drfib+AHDh2FBNjY0oUKZKuvNWrVuXKlSs8fPNJ0VY/P5zf+xYhfWpScv6vv6haWf+fUyHEx1Gj0fvxqZLG9jNSs2ZN7ZSBffv2aa9krl69OuvXJ17Z//z5c1q2bMnTN83Q0aNHiYyMJC4ujl27dlG3bl2qV6+Ov78/UVFRJCQkMHDgQPbu3ZvifitVqsTFixcJDg5GrVaze/duAIoWLcqrV684e/YsAFu3bmX48OGpHkPlypXZtWsXkDjSPHbsWKpVq8b+/ft5+fIlGo2G8ePH4+3tnY4zlbJcOXPi0bcfo+f9Soefh3Hn0SMGd+7C9bt36Dr6w3d66OXSBqscOegy8mfcRo2gXImStPymfqZlHdt/IKNnz6T9Tz9y5+EDhnTtyvU7t3FzT/08Awzp2o3X0VF0Hv4/eowcQekiRWnftFmmZAXIZWPD2MFDGDV9Gu0HDeTOgwf82KMn12/fosvQoZm2349ha2XF6E5d8Fi5nM5TJnH36RMGtXLlxsMHdJ8+FQC/48cIDgvl6KWLdJ8+Vft4FfWazg2+xcE2F91nTKX7jKkYGxnRr3nLDMuXy8aGsT/9j5GTvWjXtw+379/nxz59ufb333QeOCDVmrcePXlMvve+nUehUDDp5xFMmTuX9j/0xW/3bmZ4jkvyC3Sa8+bKhaeHByNGj6Zthw7cvnOHoYMHc+36dTp17ZpqjT4ePnpEvjcXUQohMo8hTEVQaD7ldP8x7148NmjQIKpVq0ZQUBBdu3bl0KFDBAcH4+7uTlhYGOXKlSMgIIDz58/z+vVrxo8fz40bN1CpVPTt2xcXFxd8fX3ZsGEDRkZGhIWF0apVKwYMSPxPcdGiRezatQuVSkWdOnUYPXo0jx8/1u4LYP78+QAMHjyYgIAA5s6di4WFBcWLF8fIyIhffvmFv/76i8mTJxMXF4elpSXTpk2jUKFCuLm5JXsMT58+xcPDgxcvXmBhYYGXlxfFixdn8+bN2ovHnJycmDJlSpouHgs9k3G3WspMuap8TdjFyx8u/ATYVkgcwQy/fuMDlZ8GG6fShOzZn9Ux9GLX5FsAXt29l8VJ9JOzaBEi03mB2b/FKlfiXTVCQiKzOIl+7OysPqusIOc2M7w9t1lt8wn9/y/9vubXHy7KAtLYGjBfX19Onz7NLx+42tgQSGOb8aSxzTzS2GYeaWwzjzS2medTaWw3HT+nd227WpUyMcnHk4vHhBBCCCGEQVw8Jo2tAXN1ddXe+UAIIYQQIjWG8CG+NLZCCCGEECLFe71/TqSxFUIIIYQQGEBfK42tEEIIIYQwjBFbuY+tEEIIIYQwCDJiK4QQQgghUGvUHy76xEljK4QQQgghMIC7fUljK4QQQggh5HZfQgghhBDCQEhjK4QQQgghDILcFUEIIYQQQohPhIzYCiGEEEIIVGq5K4IQQgghhDAAclcEIYQQQghhEOTiMSGEEEIIYRAMobFVaAzhKIQQQgghRLr8uvMPvWuHNq+Xrn09efIEd3d3Xr58SZEiRZg5cyY5cuRItvb169e0bt2ayZMnU61atVS3KyO2wiCEXbyc1RH0YluhHEHPX2Z1DL0UsM8NwMvDx7I4iX5yf1OHl3+ezOoYeslduwYAkWFhWZxEP1a2toTfvpvVMfRiU7woAK/u3sviJPrJWbQIISGRWR1DL3Z2VgCfVd7PKeun4N8c6pwwYQKdOnWiWbNmLFy4kEWLFuHu7p5s7aRJk4iIiNBru3K7LyGEEEIIgVqj0fuRHkqlkjNnztC4cWMAXF1dCQgISLZ29+7d5MiRg1KlSum1bRmxFUIIIYQQaNC/YY2IiEh2FNXa2hpra+tU1w0LC8PS0hITk8Q21M7OjuDg4CR1T548wdvbG29vb/r06aNXLmlshRBCCCFEmi4e8/b2ZsGCBUmWDxo0iMGDB2uf79mzh6lTp+rUFC5cOMl6CoVC57larWbMmDGMHTuWbNmy6Z1LGlshhBBCCJGm+9h269YNFxeXJMvfH61t0qQJTZo00VmmVCqpVq0aKpUKY2NjQkJCsLe316m5e/cud+/eZcyYMQA8fPgQDw8PJk2aRPXq1VPMJY2tEEIIIYRI04itPlMOUmJqakrlypXZvXs3LVq0YNu2bdStW1enpnjx4hw5ckT73M3NjUGDBn3wrghy8ZgQQgghhPjXLh4DGDduHJs2baJp06acPXuWoUOHArB+/Xrmzp370duVEVshhBBCCPGvfkGDo6Mja9asSbK8Y8eOydYnV5scaWyFEEIIIcS/eh/bzCKNrRBCCCGEyJApBllNGlshhBBCCPGvTkXILNLYCiGEEEIImYoghBBCCCEMgzoN3zz2qZLGVgghhBBCyFQEIYQQQghhGOTiMSGEEEIIYRAMoK+VxlYIIYQQQshUBCE+S8fPn2ORzzqUygSKf1GIMf0GkCN79iR1Go2GSYsWUqxgQTq3bAXA6+goJi9ezIMnj1GrNTR1dqZra5cMz3jqxHGW/bYEpVJJ0WLFGD5yNDly5EhTnWvzpuSxs9PWtuvYiYaNGvM4KIhfZ83gVXg4SqWSJs2b065DpwzJffzyJZb4bUWZkEAxxwKM7tqdHBYWSeo0Gg2TvVdSNL8jnRo1BiAi6jUz1q3lVtAjspmZ06xmLb6v3yBDciWb9eIFlvhuQalMoFiBAozu0SvlrCuWUdSxAJ2+awKASq1m9ro1/HXzJgA1ypVnULv2KBSKDMv35/HjLFi0iHilkhLFizN2zBgs3/s78KGaZ8HB9Ojdm/Vr1mBjY6Oz7uMnT3Dr3p0Fc+dSxskp/XlPn2ax90rilUqKFy7CmKFDscyeQ68alUrFzCWLOH/5MgA1K1dhSK/eKBQKrv19kzlLlxITG4tarcat7fc0qV8/3Xl1cwWyaOWbXEWK4DH0p6TnOoUalUrFjEWL+Ott9ipVGNK7d4b+XRDi32IIUxGMsjqAMCzr169n/fr1WR0jRWERr/BatJCpw9zZNHce+e0dWOizLkndvaAgBk2cwMGTJ3SW/7ZhA/a5c+Mzaw4rp/6C7/59XP77ZoZmDA8LY8bUyYz3moK3zwby5c/PsiWL0lT36OEDLK2sWLrSW/to+KaBnD7Fi2/qN2DpSm/mL1nKTn9//jp3Nt25wyIjmey9kik/DGDDxMnkz2PHIr+tSeruP33C4DmzOHhWd59zN23EIls21o2fxO8jR3Pq6mWOX7qY7lzJZ41g8srlTBkwiA1TfiG/nT2LtmxOmvXJEwbPnM7Bs2d0lgecOM6DZ89YM9GL1eMn8tffN/njvZp05QsLY4KXF9OnTsV30yYc8+dnwcKFaarZuXs3fX74gZCQkCTbj4uLY+y4cSiVyozJ+yocr19nM3W0B5uXLsMxb14WrVypd82eQ4d4EPQYn4WLWbdgEX9ducyhP/9Eo9Ewcspk+nTuwtoFC5kzcSJzly3l4ePHGZIbICw8nEmzZ/OLx1i2LFuOY958LHw/eyo1ew4d5MHjIHwWL2bdokWcv3yJg38ey7B8QvybNBqN3o9PlTS2IkN17Ngxxe95/hQEXryIU7HiFMqXDwDXRo3Ze+xYkh/SrXsDaF6vHg1q1NRZ/r8ePRns1hWAF+FhKJVKLJMZ7U2Ps2dOU6q0EwUKFgSgZWtXDu7flyRjanVXL1/G2NiI/w0ZRO9ubqxeuQKVSgVAk2bNafBtIwAsLS1xLFCA4GfP0p379LWrOH1RmIIODgC4On/DvsDApOf28B80q1mLBpUr6yy/8fAB31WrjrGREaYmJtQsW54/zp9Ld65ks169glPhIhR0yJuYtV499gWeTJr1j4M0q1WbBpWr6CxXa9TExsWhVCqJT0ggISEBM1PTDMt3KjCQMk5OFCpUCIC2rq7s2btXJ19qNSEhIRw5coS5c+Yku/1pM2fSolkzbHLmzJC8gefP41SiJIUcHQFwbdacgMN/6ORNrUatVhMbG5t4PpVKlAkJmJmZEq9U0rtjZ6pWrAiAQx47clpb8/zFiwzJ/TZXmZL/5GrTvBkBfxxKkj2lGlUy2c1NzTIsnxD/Jo1G/8enSqYi/Is0Gg0zZ87kwIEDGBsb0759ew4cOMCgQYOoVq0aQUFBdO3alUOHDjFy5EjCw8N58OAB7u7ueHl5Ub58ea5fv46Pjw/Hjh3D29sbtVrNl19+ybhx4zA3N6d27do0btyYc+fOYWxszK+//krBggU5ceIEv/zyCxqNhvz58zNr1iz69u3LgAEDqF27NhqNhsaNG7NmzRoc3jQm77t+/Tqenp7ExsaSM2dOZs6cyYMHD5gxYwZqtZoSJUpQoEABAPr168fo0aO5desWAJ06daJdu3a8ePECT09Pnj17hkKhYNiwYdSsWZOTJ08yY8YMAHLmzMmsWbPIlStXhr8Hz1++xCF3bu1z+9y5iYqJJjomRmc6wvBevQE48+bjxbcUCgUmxsaMmzeXPwJP4VylKoXy58/QjCHPg7F75z2ws7MjKiqK6OhonekIqdWpVCoqVa5C3wGDiI+LY/TPw8mRIwdt2rXnu2bNteucDjzF1SuXGT5iVLpzB4eF4vDOe2Zna0tUbAzRsbE6H/EP69gZgHM3ruus/2WRogQEnqJ88eLEKxP446/zmBgbpztXsllD38+ai6iYZLJ2dkvMev2azvpNa9Xh0NkztBr+EyqVmqpffkntrypmXL7nz3V+Du3t7YmKiiIqOlr7EXlqNXZ2dsyYNi3ZbW/z9ychIQGX1q1ZsWpVxuQNeYHDO9Ne7PPkISo6mqiYaO10hNRqmjVsyME/j9G8qxsqtYqqFb+mTrXqALRs3Fi7jt+e3cTExlK2dOkMyQ0Q/CIEe51cdom53j3XqdQ0b/gtB48do5lbF1QqFdW+/po61atnWD4h/k0yFUGkSUBAAOfPn2fHjh1s3rwZX1/fZD8mfMvGxoY9e/ZQ/818srp167J3715CQ0PZtGkTGzZswN/fn9y5c7N8+XIAQkJCqFGjBtu2baNKlSqsW7eO+Ph4hg8fzrRp09ixYwelSpXCz8+PNm3asH37dgDOnj1LoUKFUmxqAYYPH86AAQPYsWMHTZs2xdvbG4D79+/j7e3NtHf+I/3rr7949eoV27ZtY+XKlZw/fx6AyZMn06ZNG3x9fVm8eDGenp68fv2aRYsWMX78eHx9falXrx7Xrl1LNkN6qdXqZJcbGaXtR2HCkB8JWL6CiKjXrNiyJSOiaanVyf/D8n7G1OqatWzFoKH/w8zMDEsrK9q278CfR4/o1O3ds5upkyYwbtJkcufJk+7cGj1zp2Rw23YogG5eExm1ZCFVncpgmkmNbUofo+mbdcX2bdhYWrFzzjy2zZxNRFQUPnv3ZFi+lP6eGr+TT5+a9924cYOtfn6MHjEifQHfo9GklMVYr5plPuuwyZmTPet82OG9hojISNb56k5j8d60id/XrWWm53iymZtnWPaUfo6M3/m7l1rNsnXrsM2ZkwCf9excszYx+9akU3CE+BzM6tZa78enSkZs/0VnzpyhSZMmmJmZYWZmhr+/P25ubinWly9fXud5hQoVAAgMDOTBgwe0a9cOAKVSSZkyZbR1derUAaBEiRKcPXuWmzdv4uDggNObC0T+97//ARAdHc2cOXOIiYnBz88PV1fXFLOEhoYSEhJCvXr1gMQR2LdZihQpgpWVlU59iRIluHfvHr169aJu3boMHz4cgBMnTnD37l3mzZsHQEJCAo8ePaJBgwYMGjSIhg0b0qBBA2rVqpXaqfxoDnnsuHr7lvZ5SGgo1jkssciWTa/1T124QLFChbDLlYvs2Sz4tlZt/jh1Kt25Vi77nZPH/wQgOiqKIsWKal978SIEKysrLN67sMnewYEb168mW7c/YA9Fi5egWPHiQGIjZ2Jiov3zkoXzOXr4D2bMmUvxEiXTnR/AIVcurt6/p30eEh6OVfbsWOjZhETFxjCwTVusc1gCsCZgDwXs7TMkW9Ksubl69+4/WcPCsMqeQ++sh8+d43+du2BqYoKpiQlNatbij3Nn6dS4SYbky+vgwJWr/7y3ISEhWFtb6/wd0Kfmfbv27CEqKoqeffokrvPiBR7jxvHjoEE416370Xkd7Oy5cvOfueYhL19gban7c5VazeGTJxj2Q39MTU0xNTWlWYOGHDr+J51d2xCvjGfi7Nnce/SQZbPmkD+VX74/Rl57O67evPFPrhdJs6dW88eJ4wzvP+Cf7A0bcvDPP+ncpk2G5hRC6EdGbP9FbxuLt4KCgoB/Ro8SEhJ0Xs/2XrNl/uY/XZVKRZMmTfD398ff35/Nmzfj6emZpE6hUKDRaDB9b+5fZGQkz549I3v27NStW5eAgABOnTpFw4YNU8z+/jbi4uJ49OhRsjkBbG1t2bVrF126dOHevXu4uLgQERGBWq3G29tbm33jxo2ULFmS7t27s2bNGgoVKsSMGTNYvHhxilnSo1qFCly5dYuHT58C4Ld/H3WqVPnAWv84ePIEy7dsRqPREK9UcvDkCSqXLZvuXD1699Fe5DX/t6Vcu3qVoDfnd8e2bdSsXSfJOpWrVk2x7t69u6xa/jsqlYq4uDj8fbfyzZs7DCycO4fLFy+w+PcVGdbUAlQt8yVX797hUXAwANuOHqZOha/0Xn/bkSP8vt0fgNCIV2z/8yjfVq2WYfneVfXLsm+yPnuz7z+oU1H/qQSlvviCQ2dOA4k/t39evMCXRYtlWL7q1apx5coVHj58CMBWPz+c69RJc837hv30E76bN+OzZg0+a9ZglycPXhMmpKupBaj29ddcuXlDe1GX7+7d1KleQ++aUsWKc/DPo0Di+TwWeEo73WD0lClERUezbObsDG9qE3NV4sqNd3Ptom6N97OnXFOqeHEOHP0n+9FTpzJ0qoQQIm2ksf0XValShf3796NUKomJiaF3795YW1tz+/ZtAA4cOKDXdqpVq8b+/ft5+fIlGo2G8ePHa6cFJKdIkSKEhoZq97Ns2TLtnQvatGnDnDlzqFOnDmZmKV/wYGVlRd68eTl+/DgA/v7+zJ07N8X6gwcPMnz4cL755hs8PDzInj07T58+pXr16vj4+ABw+/ZtWrZsSUxMDN9//z1RUVF0796d7t27Z9pUhFw5czK2/0BGz55J+59+5M7DBwzp2pXrd27j5j78g+sP6dqN19FRdB7+P3qMHEHpIkVp37RZhma0tc3Fz6PGMGHsGHp06cjdu3foN2gIADdvXKdvj24frOvaoxfW1tb07uZGn+5ulClbjqYtWvI8OJhtvlt59eoVP/9vKH17dKNvj24E7NqZ7ty5rK0Z060HY5YupuM4D+48fsyQ79tx/f/t3XdYU+f7x/F3ABmKijhQce9RtW7rLGhdrYNq3XvVVnFvAQdSRbDOOlr3nrj3wF1FrVtR614IKkMBgZD8/kDyFQlIf6LngPfrurxKTh7CpyHk3HnOM+7do6v7hA9+f+cmTQkMDqbjBDecf59Gzx+aU6ZQ4Y/OlWTW7j0ZO/cP2ruM5vajRwxo047r9+7SdbzrB79/YLsOvI6MpN3YUXSd4EbObNno3KRp6uWztcXN1ZWRY8bQum1b/r19m0EDBnDt+nU6vL3Kk1QbJdja2OA6aDCjJ3vQ9uc+3L53j4G9enP91k069e+XbBuAwb378Do8gjY/96aTcz9y5chBl9Y/cfHaVY75nebR0yf0HjaUTv370al/P06dS71JhbY2NrgOHsIoj0m06dObf+/dY2DvPly7eZOO/X5Ntg3A4D4/8zoinJ9696Jjv1/JlSMHXX9qk2r5hBD/jUav5jUb0qHp06dz6NAhdDodHTt25KuvvmLUqFFYWFhQv359fHx8DJPHqlWrZhge4OjoyPLlyw2TszZs2GCYPFa6dGl+++03LCwsKFmyJDfeXu7z8fHBz8+PKVOmGP4bExNDgQIFmDp1qmEiUr169Zg9e3aioQ/vu3HjBuPHjyciIoJs2bIxdepU7t69y5w5c1ixYgUAs2fPBuImj40dO5YrV64YJrUNHTqUZ8+e4ebmxpMnT4C4cbv16tXj77//ZvLkyZiZmWFhYcGECRMoUSLlvYnBFy9/uJEKZKtQjkeBL5SOkSL5csVNsntxOG0sXZT92zq8OP630jFSJHvtuN6+V8HBCidJmczZshHy750PN1QBm2Jxw3hC79z9QEt1yFqkMEFBr5SOkSI5c8YNOUtLedNSVpE6pLD9gun1em7evMnIkSPZsmWL0nE+ihS2qU8K209HCttPRwrbT0cK209HCtvUI5PHvmDLli1j4cKFCYYUDB061DBk4V2Ojo4MHDjwc8YTQgghhPhPpLD9gsWPZ33XtGnTlAkjhBBCCPGRZPKYEEIIIYRIF6SwFUIIIYQQ6YIUtkIIIYQQIl2QwlYIIYQQQqQLUtgKIYQQQoh0QQpbIYQQQgiRLkhhK4QQQggh0gUpbIUQQgghRLogha0QQgghhEgXpLAVQgghhBDpghS2QgghhBAiXZDCVgghhBBCpAtS2AohhBBCiHRBo9fr9UqHEEIIIYQQ4mNJj60QQgghhEgXzJQOIERqeHHylNIRUiR7zRrcfxakdIwUKWiXE4DnBw8rGySFctT/lhfH/1Y6Ropkr/0NAK9evlQ4ScpktrUl9M5dpWOkSNYihQEICg5VOEnK5MyWlcdTZyodI0XsRwwEICjolcJJUiZnzsxpKqtIHdJjK4QQQggh0gUpbIUQQgghRLogha0QQgghhEgXpLAVQgghhBDpghS2QgghhBAiXZDCVgghhBBCpAtS2AohhBBCiHRBClshhBBCCJEuSGErhBBCCCHSBSlshRBCCCFEuiCFrRBCCCGESBeksBVCCCGEEOmCFLZCCCGEECJdkMJWCCGEEEKkC1LYCiGEEEKIdMFM6QBCfG4nLl5g/sYNxGi1FM2XnzE9epLJyipRO71ej8eihRSxt6dDk6YAjPljNo+fBRraPHkeRMWSJZk6cHCqZjz990kWL1hATEw0hYsWZcjI0WTKlOk/tdu22Yc9O3YQFRVF8ZIlGTJyFObm5ty5/S+zpk3jzZtINBoN3Xv3oVqNb1Il98nLl5m/dTPRWi3F7O0Z3alLoud27+lTrD6wHzRgmcGcQW3aUrpgIcP9ryIi6Pe7N6M7d0lwPLWduHiB+T4biYnRUjRfPsZ0T+Z1sHghRezz0aFxEwBidTp+X7WC8zduAPBNufL0b9MWjUaTavmOnzjBnHnziI6JoXjRoriOHYv1e6+BD7UJePaM7r16sWbFCmxsbAA4e+4c02fNIjY2lqxZszJ00CBKFC/+8Xn9TjN3yRKiY2IoVrgwLoMGJ86bRJvY2Fi85s7l/OXLANSsWpUBvXoleD637d3L4ZMn+X3ChI/OCnDyxHEWzJ1LdEw0RYsVY/RYFzJlsk5xu6g3b5jm7YX/9WvodDrKlP2KocOGY2Fpye1//6Vv757Y58tneJyJk36jQMGCqZI9nkWRQmStWwvMTNEGPid4zwH00dFG21oWK0K27xvydOb8VM0ghNpIj634ogSHheGxaCG/9XNm7WRP8ubMydwN6xO1u/fkCc5TPTl4xi/B8d/6ObNsojvLJrozslt3rDNmZGinLqmaMSQkGO/Jv+HmPonFq9aQJ09eFi2Y95/aHT9yhK2bNjFl+gz+Wr6C6KgofNavA8DT3Z2f2rdn/uKljBjrisc4N2JiYj46d/CrV3isWIZHn59ZO34ieXPkYN6WzQna3H8WwB+bNzGt/wCWjXGla5OmjP3zfyfak1cu03vqZO4/C/joPMlnDcNjySJ++7U/a3+bQt6cuZi7cUOidveePMHZeyoHz55JcHzPyRPcDwhgxcRJLB8/kfM3b+D7XpuPyhcczAQPD6ZOnozPunXY29szZ+7c/9Rmx65d9O7bl6Dnzw3HXr9+zfDRoxnYvz9rV65k9PDhjHJxITqJYijFeUNCcP/9d6a4uLJx4SLsc+fhjyVLUtxm96GD3H/8iNXz5rFq7lz+uXyJg8ePARD66hWTZ8/Ce95c9Og/KqchS3Awv01yZ9LkKaxZv5G8ee2Z98cf/6ndsqVLiI3VsnTFKpatXE1UVBQrli8D4PLlSzRo2IilK1YZ/qV2UWtiZUW2Jt/xYutOAhcuRxsaSpZ6tYy2Nc1mQ1aHOpCKH7yEUCspbBV0+fJlxo4dm+T9T548oXHjxvz4449MmTKF2bNnJ/t4s2bN4uzZswCMHTuWy297Pz6nmTNncvDgwc/+c1PK7+oVShcuQv7cuQH40dGRfaf+Rq9PeMLcdPAA39epQ/2q1Yw+ToxWy6RFfzGofQfssmdP1Yzn/M5QslRp7PPnB+CHlk4c2r8/Ucbk2u3fu4fW7dqRJUsWTExMGDBsGA0aNQZg7sJF1KxdB4Cnjx+TyTozJiYf/1bgd/0apQsWJH8uOwCc6tZj35nTCXKbm5kxqmMXcmTNCkDpggV5ERZGjFYLwMbDh3Dp0o0cWW0+Ok+yWa9eoXShwuS3e/s6cHBg32kjrwPfg3xfqzb1q1RNcFyn1/EmKoqYmBiitVq0Wi3mGTKkWr5Tfn6UKV2aAm9/t61//JHde/cmyJdcm6CgII4cPcrM339P8LgPHj7EOlMmqlWN+/8pVKgQ1pkycenKlY/Ke/qffyhTogQF7O0BaPXD9+zxPZQgb3JtYnU63rx5E/d8xsQQo9VikcEcgANHj5LD1pYBvXp/VMZ3nTl9mtKly5C/QAEAnH5sxf69exL9/pNr93XFinTt3gMTExNMTU0pUaIEAQFPAbhy+RL3792ld49u9O7RjSO+vqmWPZ5F4QLEBDwjNjgEgPDzl8hYpmSidhozM2y/b0So79FUzyCEGslQBAWVK1eOcuXKJXm/n58fZcuWZdq0aR8sagHOnDlD9erVAfDw8Ei1nP/FwIEDFfm5KfXs5UvsbG0Nt3NmsyU8MpKIN28SXIYe2jmuF/bctWtGH2f70SPksLGhXuUqqZ4xKPAZOXPl+l/GnDmJCA8nIiIiwXCE5No9fviQkOBgxgwbwovnL/iqfHl6/fIrAKZmZuj1erq2a8OzgAB+cR6IqanpR+cODA4mV7Z3nlubbIS/eZPguc2TPQd5sucA4i7xz9q4gdrlK5DBLO6t6Pf+n+f1k+LXQcfOAJy7nvB10LRWHQ6dPUOLYYOJjdVRrWxZan9dMfXyPXuG3Tu/21w5cxIeHk54RITh8n5ybXLmzInXlCmJHrdAgQJEREZy6vRpalSvztVr17h95w7P3+nV/X/lfR5Erpw5/5clR07CIyIS5k2mzQ8NvuPgsWN837kTsbGxVK9UiTo1agDQ6vvvAdixf99HZUyQN/AZueze+dvJlYvw8HAiIsITDEdIrl216jUMxwOePmX9urWMGDUaAEtLK75r2AinVq25d/cuzr/+gl2e3JQqVTrV/h9MM2cm9tVrw+3YV68xsbBAY26eYDiCTSNHwi9eJibw437HQqQVUtgq6PTp08yZMweIK3LPnTvHy5cvcXFxIVeuXMyYMYOIiAjc3NzI+c4JYeXKlWzdupXIyLgxkjNmzODy5ctcuXIFFxcX5syZw6RJk+jfvz/Vq1dn/vz5bNu2DVNTU2rVqsXw4cN5+vQp/fv3p3jx4ly/fp3s2bMzc+ZMwzg8Y06ePMmUKVPQ6/XkzZuXadOmsW/fPjZv3kxISAgODg4EBgZSrVo1GjZsyJAhQwwnzH79+lG/fn3u37/P+PHjCQkJwdLSEldXV8qUKcP27dtZuHAhpqam5MuXDy8vLywsLFL9OX+/Rybef+2xXLdvLyO7dU+NSImkNGNy7bRaLf+cPcP436Zgbm6O12+TWPrXn/wyIK5w1Gg0LFu7nqdPnjDUuR8FChWiYuXKH5Vbp9elKDdAZFQUHsuX8iw4mN/7D/ion/v/8bGvg8XbtmBjnZkd02cRFR3NqDmzWL13Nx0aNUmVfDqd8efS9J18KWnzPutMmZjm6cncBQuYOWcOFb/+mqqVK5PhI3ubdTrjz+e7H5iSa7Nw1SqyZc3KntVriIqOZvjECazatImOrVp9VK6k6JN47kxMTP9zO3//64wZOYJWrX+i1tsrIcNGjDTcX6hwYRzr1+fEsWOpWtgmOazgnb/DTF+XR6/TE3H5GqZZMqfezxZCxWQogkrExMSwbt06Ro8ezcyZMyldujQDBgzA0dGRiRMnGtq9fv2aAwcOsGLFCnbs2EGDBg1YvXo1LVu25KuvvmLSpEmULPm/y1FHjhzh0KFD+Pj4sHnzZu7fv8/atWsB8Pf3p3v37uzYsYMsWbKwffv2JPNFR0czbNgwPD092b59OyVLlmTz5rjxk8+ePWPz5s0MGTLE0H7//v3Y29vj4+ODl5eXYYjEyJEjGT58OJs3b8bd3Z3Bg+MmXc2YMYPFixfj4+ND4cKFuXPnTuo9ue+ws7XleUiI4XZQcDCZM2XC6j8U0Tfu3ydWp6NiyVKplmvZooX07dGNvj26sXvHdl6+eGG47/nz52TOnBmr9yY25bSzS7Jd9hw5qFmnLpkyZSJDhgzUb9iIa1evEBMTg+/BA4aiKE/evFSsXIXbt25+9P9D7my2vAgL/V+ekBAyZ8yY6LkNePmSvt5TMTExYc6gIWTOmPGjf/Z/ZWebneeh/8saFBxM5owpfx0cPneOH+rUJYOZGdYZM9KkZi3+8fdPtXy5c+fm+Tu/26CgILK89xpISZv36XQ6MmbMyJ9z57JmxQpGDB3Ko8ePyf/OJKf/V95cOXnx8uX/sjx/ThZra6wsLVPUxvfkCZo1bESGDBmwzpSJ7xs04Oylix+V6X0L/1xAt84d6da5I9u3beXF83f+doKCyJwlS6Lnzs4ud7LtDuzfx+ABzvT9tR9d3n7QjY2NZdmSxUSEhxu+Tw+pclXkXbFhYZhk+t/fjmlma3SRb9DHaA3HMpYrjXnuXOTs2oHsrVugMTMjZ9cOmFgnnogqRHohha1K1KkT90m/ePHihLxTeL3P2tqaadOmsXPnTqZNm4avry8RERFJtj916hTff/89lpaWmJmZ0apVK/7++28AsmfPTpkyZQw/N/SdE/37bty4gZ2dHaVLx/U4DBkyhM6d4y7TlilTBjOzhJ3/FStW5MCBA/z666+cO3eOfv36ER4ezpUrVxg9ejQtWrRg6NChREREEBwcjIODA+3bt8fT0xMHBwfDz0lt1b4qx9U7t3kYEDc5aYvvIepU/G+XkC/c8KdyqdKpOgO+a89ezF+8lPmLlzJz/p9cv3aVxw8fArBj6xa+edsT9K7KVasl2a7Ot99y7LAvUVFR6PV6Th47RslSpcmQIQPLFv7F4YMHAHjx/DkXz/9D+VS4jF6tTBmu3r3Dw8BnAGw+dpQ65SskaBMWHk7/6d7U+/prJvbsjYW5+Uf/3P+PamW/insdvJ2ktuWI7396HZQsWJBDbycWarVajl+8QNkiRVMtX41q1bhy5QoP3v5uN23eTL26df9zm/dpNBoGDhnCtevXAThw8CBmZmYUL1bso/JWr1SZK/7+PHj8GACfXTup+803KW5TslgxDhyNGwOq1Wo5euoUX5VKvQ+OAL36/GyYyPXnwsVcvXKFhw8eALBlsw916iR+7qpVr55kO99DB5nx+zSmz5xFw7fj1yGugD1+7Bhbt2wB4oYpHPE9xLcOjqn6/xN17wHmefNgms0GgExflyPy34QdAkEr1hG4ZBVBy1bzYuNW9FotQctWo3sdbuQRhUgfZCiCSsRfdv9QsfT06VM6d+5Mp06dqFu3Ljly5OD625OUMcYuV2rfTtR591K/RqNJ8vIskOhS5atXrwh/2yNh+U6vTLxChQqxe/dujh07hq+vL4sXL2bDhg2Ym5uzdetWQ7uAgABsbGxwcXHB39+fI0eOMHz4cPr370+LFi2SzPP/ZZslC2N79GLs3DnEaLXY58qFW68+XL97lylLFrNsovsHH+Phs2fkzpEj1bPFy5YtG8NGjcHdzYWYGC157e0ZPtYFgJv+/vw+dQrzFy9Ntl2zlk68CgujX6+e6HSxFCtRgj79RgAwbtJvzJ7+O+vXrMZEY0LvX36lRCoUEdkyZ2FM5664/PVn3HObMyeuXbtz/f49pqxawbIxrmw+eoRnL19y5OIFjly8YPjeWQMGk9U68VJLn4ptliyM7d6TsXP/ICZWi33OXLj17M31e3eZsnQxy8Yn/zoY2K4Dv69eSbuxozA1MaFy6TJ0frskXKrks7XFzcWFkWPGEBMTQz57eya4uXHt+nUmTZ7M6uXLk2yTHI1Gw6QJE5g0eTJarZYc2bPj7en50R/SbG1scB08hFEek9BqtdjnycP4YcO5dvMmHjNnsOqPuUm2ARjc52e8583lp969MDExoerXX9P1pzYflSk52WxtGePqisuYUWhjtNjns8fFbTwA/tevMeU3D5auWJVsuwVz54Jez5Tf/jefoVz5CgwdPoJxEybi5TmF3bt2oIvVMWDQEAoVLpyq/w+6iEiCd+8ne4umYGpKbEgoL3fuJUPuXNg0akDQstWp+vOESCs0+uSqGfFJvTvGNn487KNHj+jSpYth+ICfn1+CFRFKlizJunXrWLRoEdHR0fzyyy/Y2tri5eVFt27d6NOnDzVr1qRz587079+fiIgI5s2bx/LlyzEzM8PZ2Znq1avToEEDw88BDI/v7OxsNGtUVBQNGzZk0aJFFCtWjOnTpwNQsGBBQ0aAUaNGUa1aNSIiInj48CGjR48mPDwcBwcHDhw4QLdu3ejatSstWrTgxIkTuLm5sWfPHr7//ntWrFiBnZ0dc+bM4fXr14waNSrFz+WLk6f+f7+Ezyx7zRrcfxakdIwUKWgXN677+cHDygZJoRz1v+XF8b+VjpEi2WvH9VS+eufSvJpltrUl9M5dpWOkSNYicQVkUHDSV6DUJGe2rDyeOlPpGCliPyJujH5Q0CuFk6RMzpyZ01RWkTqkxzaNqVWrFmvWrKFp06aYm5tTvnx5bt26BcQNZxg3bhyenp6G9g4ODly/fp1WrVqh1WqpU6cOnTp1IiDgv60TamFhgZeXFyNGjCAmJoYCBQowdepU9u7da7R9y5YtGTJkCM2aNcPMzIz+/fuTJUsWvLy8GD9+PAsXLiRDhgxMnz6dDBkyMGDAALp3746lpSVZsmRJ8P8ghBBCCJES0mMr0gXpsU190mP76UiP7acjPbafjvTYfjrSY5t6pMdWJNC5c2fCwsISHW/Xrh3t27dXIJEQQgghRMpIYSsSWLFihdIRhBBCCCH+X2S5LyGEEEIIkS5IYSuEEEIIIdIFKWyFEEIIIUS6IIWtEEIIIYRIF6SwFUIIIYQQ6YIUtkIIIYQQIl2QwlYIIYQQQqQLUtgKIYQQQoh0QQpbIYQQQgiRLkhhK4QQQggh0gUpbIUQQgghRLogha0QQgghhEgXpLAVQgghhBDpgkav1+uVDiGEEEIIIcTHMlM6gBCp4VbtRkpHSJHix/fy4uQppWOkSPaaNQB4vveAwklSJkejBgRu3q50jBTJ5dQMgFfPnyucJGUy58hByM1bSsdIEZsSxQF4eeqMwklSxrZG1TSVFSBo936Fk6RMzibfERT0SukYKZIzZ2alI6QbMhRBCCGEEEKkC1LYCiGEEEKIdEEKWyGEEEIIkS5IYSuEEEIIIdIFKWyFEEIIIUS6IIWtEEIIIYRIF6SwFUIIIYQQ6YIUtkIIIYQQIl2QwlYIIYQQQqQLUtgKIYQQQoh0QQpbIYQQQgiRLkhhK4QQQggh0gUpbIUQQgghRLogha0QQgghhEgXpLAVQgghhBDpghS2QgghhBAiXTBTOoAQn1vGb6qR4+fuaMwzEHX7LoGTp6OLiEjQJlPdmmTv0Rn0emJfvSZwynRinjwFIKvTD2T5oTEmFha8uXGLwCnT0cfEfJKsJy5eYP7GDcRotRTNl58xPXqSycoqUTu9Xo/HooUUsbenQ5OmAIz5YzaPnwUa2jx5HkTFkiWZOnDwJ8kKcPLqFeZv30q0VkuxvPaMbt8xUd69Z/xYffAAaMAygzmDWv9E6QIF0el0zNu+lZNXr2CiMSFfzpyMaNuebJkzf5qs/tdYsGd33HObJw+jWrUhk6Vlwqznz7HmyGE0Gg2WGTIwsHlLSuXLD8Dhy5dYcfggMVotdjbZcGnTnqyZMqVavuMnTzJn/nyio6MpXqwYrqNHY/3e4yfV5k1UFJ7TpnHt+nX0Oh1ly5Zl5NChxERH83P//gke4987dxjQrx+d2rX7uLxnzjBv+TKiY2IoVqgQYwcMxDpjxhS1CX31iqlz53Lz7h2sLCz5oUED2jRrBsDZS5eYtWgRsbpYsmTOzODevSlRuMhHZX3fiQvnmbdhPTHaGIrmL8DYnr3IZJUxUTu9Xs+khX9SxD4fHZt+bzi+6eB+th05TFR0DKUKFWJMz96YZ8iQqhlTI+uY2TN5FPjM0OZJUBAVS5bCa/DQT5IV4t4TFuzYRrRWS9G89oxu34FMlu+9J5z1Y/Whg2gAS3NzBv3YmlIFChKj1TJ90wYu3bkNQPXSZfi1eUtMTaRPTiRNXh0qcfr0aTp37vzRj9O5c2dOnz6d4Njly5cZO3bsRz/2f/Xs2TN69+6d5P1K5DK1yYrdmKE8dXHnfodexDwJIPsvPRK00Zibk9t1JE/HuvOg+6+EH/+bnIN+ASBT3VrYtGrB40Gjud+5DyYWFti0dfokWYPDwvBYtJDf+jmzdrIneXPmZO6G9Yna3XvyBOepnhw845fg+G/9nFk20Z1lE90Z2a071hkzMrRTl0+SFSD41Ss8Vq3Ao0dv1rqMI2/2HMzbvjVBm/vPnvHH1s1M+6Ufy0aOoWujxoxd9BcAO079zY2HD1gyfBQrRo8lX86czNni82myvn7N5A3rmNSpC6uHjSSvrS3z9+xM0OZBUCBzd+3Au0dvlgwcQhfHBoxdsQwA/0cPmb5tM5M6dmX54OHkz5GTv/btTr18wcFM8PBgqocHPmvXYp83L3PmzUtxm8XLlhEbG8uaZctYs3w5UVFRLF2+nMyZM7N62TLDv+Y//MDX5cvTrnXrj8sbGsqkmTOYPHo0G+YvwD53buYuXZriNjMW/oWVlSVr/5jLIm9vTp47y3E/P16HhzPqNw+ce3Rn1ew5jPzlV8Z6ehKdih8kg8PC8Fj4F5OdB7LO0xv7nLmYu35donb3njzG2XMyB/0Svr8ePnuGDfv3M2vEaFb/NoWomBjW7k2910JqZv3NeSDL3X9juftvjOrek8wZMzKsS7dPkhUg+PUrfluzkkk9erFmrBt5s2dn3vZtCdo8ePaMudu2MO3nX1k6YjRdGzZmzOKFAGw6doSQ8NcsHzmGpSNGc+XuHQ6d/+eT5RXpgxS2X4By5crh4eHx2X+unZ0df/31V5L3K5ErY9VKRF2/QcyjJwCEbt5B5u8cEzYyNQENmFjH9YKYWFmhj447kWZp3IDgtZvQvXoFej2B3rMI23Pwk2T1u3qF0oWLkD93bgB+dHRk36m/0ev1CdptOniA7+vUoX7VakYfJ0arZdKivxjUvgN22bN/kqwAfv7XKV2gIPlz5QLAqXYd9p09kyCvuZkZo9p3JEfWrACULlCQF2FhxGi1FMmTh34tnAw9XaXyFyDg5ctPkvXMrZuUypef/DlyAtCyek32nz+fIGsGUzNGtvqJHFmyxOXJl4+Xr18Ro9Wy7/w//FClGnlsbQHo8V1DOtR1SLV8p/z8KFO6NAXyx/UOt3ZyYve+fQnyJdemUoUK9OzaFRMTE0xNTSlZogRPAwIS/IyHjx6xeNkyJrq6Ymb2cRfvTp//h9LFi1Mgrz0APzZpyp4jhxPkTa6N/7//0sTBAVNTUzJkyECtqlU5dOIED588wTpTJqpW+BqAQvnzk8kqI5f9r39U3nf5XblM6SKF3/k7q8/ev08m+jvbeOAA39epS/1q1RMc333iOB0aNyGrtTUmJiaM6NqdxjVrp1q+1MwaL0arxf2vBQzs0OmTviec8fePe0/I+fY9oVYd9p9L+J6QwcyMkW07GN4TSuUvwMtXce8J7RzqM7FrD0xMTAiLCOd1ZCRZMibunRbiXTIUQUWCg4Pp2bMngYGBlC9fnnHjxrF+/Xq2bt1KZGQkGo2GGTNmULRoURwdHWnevDnHjx8nMjIST09PvvrqK8NjvXjxgq5duzJo0CAyZ87MnDlzWLFiBZ07d6ZcuXKcO3eOly9f4uLiQr169QgICGDYsGGEhoZSokQJzpw5w9GjR5PMGhUVxYQJEzh37hwZMmTg119/pWnTpjg6OlK+fHmuX7+Ol5cXgwYN4tChQ2zfvp2FCxdiampKvnz58PLy4sKFC4ZcS5YsYfPmzZiYmFC+fHkmTpz4SZ5jM7ucaAOfG25rg4Iwtc6EScaMhuEI+sg3BHrPJt+86ejCXoGJCY9+GQJAhvz2mGazIe80D8yy2xJ56QrP5y78JFmfvXyJ3dvCCSBnNlvCIyOJePMmweX9oZ3jemHPXbtm9HG2Hz1CDhsb6lWu8klyxgsMCSFXtmz/y2tjQ/ibNwny5smenTxvT6R6vZ5ZmzdR+6tyZDAz46t3Li+HRUSwZO9uWtb6NAVCYGgIdjY2/8uaNSvhUW+IiIoyDEfIY2trKFz1ej2zd2ynVukyZDAz4+HzIIrmzsPoZUt4GvySIrnz4PxD81TL9ywwELu3HxAAcuXMSXh4OOEREYbhCMm1qVH9fwXN04AA1qxbx9iRIxP8jLkLFtCmdWtyvy2SPipv0HPscuT4X5YcOQiPiCA8MtIwHCG5NmVLlmS3ry8VSpchOiYG35MnMTM1Jb+9PRGRbzj1zz/UqFSJazdvcufBA56/DP7ozIbsL1+Qy/Z/xV1O2/i/s8gEl/iHdekKwNlrVxN8/4OAp5QuUoRB3p48Dw6hQsmS9G/7ccM6PlXWeNuPHCaHTTa+rVL1k+Q05A0JJte7f2fx7wlRbwzDEd5/T5i9xcfwngBgZmrKvO1b8Tl2hJL5C1ChaLFPmlmkfdJjqyKPHj3C1dWVbdu2ER4ezpo1azhw4AArVqxgx44dNGjQgNWrVxva29jYsHHjRtq1a8eCBQsMx1+9ekWfPn3o378/DRo0SPRzYmJiWLduHaNHj2bmzJkAeHh40KRJE7Zv307jxo159uxZou9714oVK4iIiGD37t0sWbKEP/74g+joaADq1q3L3r17sX2nKJsxYwaLFy/Gx8eHwoULc+fOHcN9Wq2WBQsWsGnTJnx8fNBoNB/8+f9vGuMveb0u1vC1eZFC2HbryINOfbjbsgMvl68hj4dr3LebmZGxaiUCXD140MsZ0yyZyd6n+yeJ+n4vTDyT/zi+bN2+vXRrlnpFV1J0ep3R48byRkZF4bpkEY+CghjVvmOC+x4FBdFv5nTKFylKqzr1PlHWpJ5bTeKs0VG4rV7B4xfPGdmqDQDa2FhOXL/GsB9bsXjAYLJnzsxUnw2pl09n/Ll8d2xhStpc9/en16+/0qZVK+rUqmU4HvDsGX/7+dH+p59SJW9Sr9V3syTXZmCPnmjQ0HngAEb+5kG1r78mg5kZ1hkz4uXiwrIN6+no3J9dvoeoUr68oehJDUm/FlL2d6aNjeXMlSt49HNmyQR3Xr1+zfyNqfdaeNfHZo23du8eujdvkRqRkpXke5iR9+HIqChcly7m0fMgRrbtkOC+X5q1YPdkL/LYZsd7w9pPklWkH1LYqkiVKlUoVKgQGo2GZs2a4efnx7Rp09i5cyfTpk3D19eXiHcmOdWpUweA4sWLExISYjg+btw4tFotDRs2NPpzjH3fiRMnaNEi7o3uu+++I8vby69JOXPmDM2aNcPExIScOXOyc+dOzM3NAahQoUKi9g4ODrRv3x5PT08cHBwoXbq04T4zMzMqVqxI69atmTNnDh07dsTOzu4Dz9b/j/ZZIKbZ/1dwm+XIQWzYK/RvogzHMlavwpvLVw2TxUJ9tmNeuCAmWbOgff6C10dPxPXuarWE7T2E1VelE/2c1GBna8vzd36vQcHBZM6UCSsLixQ/xo3794nV6ahYstQnSJhQ7my2vAgNNdx+HhpC5owZE+UNePmSvtOnYWJiwhzngWR+59LiuZs3+Xm6N02qVWdE2/ZoNIkLzdRgZ2PDi7BX/8saFkpmKyuszBNmfRYSzC9z52CiMWFWn1/I/LbnOUeWLFQrUZLsmbNgYmJC0ypVufrgfqrly507N89fvDDcDnr+nCyZM2P1Tk/9h9rsPXCAfoMG4dy3Lz26dk3w+Ad9fXGoW5dMqTTZzS5nTp4H/68XNejFC7JYW2P1zmS85NqER0TQv3t31vwxl9nuk+ImD+bJi06nw8rKknmTp7Bq9hyG/dyXxwFPyZc3T6rkBshtm50XRv/OLJP+pnfksMlGvcpVyGSVkQxmZjSqWYsr//6bavlSMyvAjfv3iNXFUrHUp3nfepddtmy8CAsz3H4eGmr8PSH4JX1n/o6piYbZ/QYY3hMu3bnNg7eT3cxMTWlSrTo3Hz385LlF2iaFrYq8O85Nr9cTFhZG27ZtefXqFXXr1sXJySnBJ2CLt28O75/8e/fuja2tLWvWrDH6c4x9n6mpaZKfrj+UFeD+/fuGHlsLI4WXi4sLs2bNwsbGhuHDh7N1a8JJRXPnzmX8+PHo9Xp69eqFn59fosdIDRF+57AsW4oM+fICkLXl94Qf+ztBm6gbt7D6uhym2WwAsK5Tk5inz9CFhvH68DEyO9RF87aIt65TkzfXb36SrNW+KsfVO7d5+HZs5BbfQ9SpWPE/PcaFG/5ULlX6kxWI76pWqjRX79/jYWDcSgybjx+nTrnyCdqEhYfTf9YM6lWowMRuPbB4+zwCXL5zhzGL/sS1Uxc61E98pSFVsxYvwdWH93n4PAiALadPUbtM2YRZIyJwXjCXel+VY0KHTli8M8v926/K87f/dULDwwE4cuWyYbWE1FCjWjWuXL3Kg4dxJ/FNmzdT7+0H0pS0OeDri/f06cyZPp3GRj7g/nPhAlWrpN7QlOoVK3Llxg0ePHkMgM/uXdSpXiPFbXz27ObPVSsBeBEczNZ9e2lUrx4ajYYh48dz/dYtAA4eP46ZmRnFCxVOtezVypXjyu1/DX9nmw8dpG7FSin+fseq1Th05jRvoqPR6/Uc/eccpVN51YbUygpw3t+fyqXLfJ73hJKluXrvHg+D4t4Ttpw4Rp2vyiVoExYejvPsmdQrX4EJXRO+J/xz6yazt/igjY1Fp9Ox/9xZKhUv+clzi7RNxtiqyLlz53jy5Am5c+dmy5Yt1K1bl1OnTtGtWzeio6OZP39+gsv7SSldujTffvst7du3NzoUwZiaNWuyfft2OnTowJEjRwh751O2MVWrVmX37t04Ojry8uVLOnXqxO7dxmcCa7VamjZtyooVK/j555+JiYnh+vXrhrF9L1++pEOHDmzatImKFSsSEBDAjRs3qFbN+GSojxEbEsqz36aRZ5IrGjMzYh4/JWCSFxYli2M3ajAPuv9K5D8XCV6zkXyzvdBrtcSGveLp6PFA3GQz0yyZyb9oDhpTE6Ju/kvg1D9TPSeAbZYsjO3Ri7Fz5xCj1WKfKxduvfpw/e5dpixZzLKJ7h98jIfPnpH7nXGNn1K2zJkZ06ETLosXEhOrxT5HTlw7deH6g/tMWbOKZSPHsPn4MZ4Fv+TIpYscuXTR8L2z+g9g4e6d6PV65m3falhNIW/2HEzu1Sf1s1pnZnTrtriuXI42Npa82bPj0qY9/o8e4rlpA0sGDmHLqZM8Cwnh6NUrHL16xfC9M3r9TK0yZQkMC8X5z7no9Hpy22RjVOs2qZbPNls23MaMYaSLCzExMeSzt2eCqyvXrl9n0pQprF62LMk2AH/Mn48emDRliuExK5Qvz8ihccs6PXz4kLypMLbWkNfGBteBAxk9eTJarRb73HkYN2QI12/dwmP2LFbOmp1kG4CurX9i/O+/077fr+j10Kt9B8qUKAHAxGHD+W3ObGJitOSwzcbUsS6pWpTZZsmKS68+jJkz639/Z336cv3uHSYvXshy99+S/f4f6zcg7PVruo9zQafTUbJgIQZ075Ds9yiVFeDhswDyvJ00+akZ3hOWLIr7nefIgUvHLvg/uM+UtatZOmI0m0/EvSccvXSRo++8J8zs50zH+t8xc/MmunlNxkSjoXzhovRNxbHsIn3S6P9LN534ZE6fPs2MGTOwsLAgKCiIGjVqMGjQIAYMGMCzZ88wNzenfPny3Lp1izVr1uDo6Mjy5cvJly8fp0+fTjA5rH///lSvXp05c+Zw/fp1unTpYvT+R48e0aVLFw4dOsSzZ88YOXIkISEhlCpVioMHD3LmzJkk80ZHRzNp0iTOnz8PgLOzMw0bNkyQ693H37FjB3PnzsXS0pIsWbLg6enJvXv3DLmWLl3KunXrsLKyIk+ePHh6emJtbZ3i5+9W7UYf/Tv4HIof38uLk6eUjpEi2WvG9aY933tA4SQpk6NRAwI3b1c6Rorkcopbo/XV8+cfaKkOmXPkIOTmLaVjpIhNieIAvDyV9PuXmtjWqJqmsgIE7d6vcJKUydnkO4KCXn24oQrkzPlp1uv+EklhKwBYvnw5NWvWpFixYly9ehVXV1d8fD7NGqKfghS2qU8K209HCttPRwrbT0cK209HCtvUI0MRBAAFCxZkyJAhmJiYYGFhgbu7O7t27Uqw2sK73h8jK4QQQgihNClsBQD16tWjXr2ESyuVLVuWpk2bKpRICCGEEOK/kVURhBBCCCFEuiCFrRBCCCGESBeksBVCCCGEEOmCFLZCCCGEECJdkMJWCCGEEEKkC1LYCiGEEEKIdEEKWyGEEEIIkS5IYSuEEEIIIdIFKWyFEEIIIUS6IIWtEEIIIYRIF6SwFUIIIYQQ6YIUtkIIIYQQIl2QwlYIIYQQQqQLGr1er1c6hBBCCCGEEB9LemyFEEIIIUS6IIWtEEIIIYRIF6SwFUIIIYQQ6YIUtkIIIYQQIl2QwlYIIYQQQqQLUtgKIYQQQoh0QQpbIYQQQgiRLkhhK4QQQggh0gUpbIUQQgghRLogha0QQgghhEgXpLAVQgghhBDpghS2QgjxntDQ0ETHHj9+rEASIYQQ/4UUtkK8IzAwEICzZ8+yatUqIiIiFE5k3JkzZ5L9p0bu7u6Jjo0cOVKBJEl7+vQpT548oWPHjoavnzx5wsOHD+nZs6fS8YxydnZOdKxr164KJEl/oqOjmTdvHiNGjOD169fMmTOH6OhopWMlKSQkhJMnTwKwYMECBgwYwL///qtwqqRFR0fj7+8PwPbt2/H09DS8B6tRWjk/fOnMlA4ghFqMGzcOExMTOnbsyNChQ6lVqxanTp1i9uzZSkdLZNasWUDciezBgwdUqlQJExMTzp8/T4kSJVi7dq3CCf9n7NixPHz4kCtXrnDr1i3Dca1Wy6tXrxRMltisWbM4ffo0gYGBdOzY0XDczMyMb7/9VrlgRvTr14/r168TGBhI/fr1DcdjY2PJnTu3gsmMc3JyYvPmzZQqVQqNRoNerzfcp9FouH79uoLpjJs4cSK2trZcu3YNU1NTHjx4wNixY/Hy8lI6mlFDhw7FwcEBgD179tC1a1fGjRvHqlWrFE5m3PDhwylSpAhRUVHMnj2bFi1aMGrUKBYvXqx0tETS0vnhi6cXQuj1er3eyclJr9Pp9LNmzdLPmjVLr9fr9T/++KPCqZLXq1cv/b179wy3Hz16pO/Ro4eCiRJ7+PCh/tSpU/pmzZrpT58+bfh39uxZfXBwsNLxjFqwYIHSET7o1atX+ocPH+r79u2rf/TokeFfQECAPiYmRul46ULLli31er1e36JFC71er9frdDr9999/r2Ci5LVq1Uqv1+v1EydO1C9btkyv18e9r6lV/Purp6en4W9Ore+5afH88KWSHlsh3oqNjUWn03Hw4EEmTJhAZGQkkZGRSsdK1pMnTyhYsKDhdt68eXny5ImCiRIzMTEhf/78zJ8/P9F9ERER2NjYfP5QSZgzZ47Rr+P179//c8ZJVnwPZ48ePRL9zh88eEDVqlWViPVBYWFhzJ49m1OnTmFmZkbdunX55ZdfsLS0VDpaIhqNhujoaDQaDQDBwcGGr9VIp9Nx5coVDhw4wMqVK7l+/TqxsbFKx0pSbGwsL1++5ODBg8yePZugoCDevHmjdCyj0uL54Uslha0Qb7Vs2ZLatWtTqVIlKlSoQJMmTWjXrp3SsZJVtmxZRo4cSZMmTdDpdGzfvp0qVaooHSuBTp06Jbr0HE+j0XDw4EEFUqV98cNRjNFoNCxfvvwzpkm5+MvP3t7e6PV6Nm3axNixY5k2bZrS0RLp0qUL3bt3JygoCA8PD/bv36+qDzfvGz58OFOnTqVHjx7kz5+fNm3aMHr0aKVjJalnz560adMGR0dHSpQoQaNGjRg4cKDSsYxKi+eHL5VGb+xsI8QXKjY2FlNTUwBevnyJra2twomSFx0dzcqVK/Hz8wOgVq1atG/fHjMz+cwq1OmHH35gx44dHzymFv/++y+nT58mNjaW6tWrU7JkSaUjJSs8PJyHDx9SsmRJIiMjyZgxo9KRPig0NJSsWbOi1WpV/d6V1s4PXyr1voKE+ExcXV1xd3enc+fORi8zqrXnC8Dc3JwffviBHj16cObMGW7evEl0dLQqTw5J9RxNnjz5Myf5sPgJTu/KlSsXR44cUShR0tLa67ZgwYKcPXvWcGXB398/wXAaNblx4wbz589n+vTp3L59Gzc3N9zd3SlSpIjS0Yz6+++/cXNzIzY2lrVr19KiRQu8vLyoXbu20tGM8vf3Z9CgQbx584Z169bRqVMnZsyYQdmyZZWOZpCWzw9fKvWd/YT4zNq2bQsYXzZJ7d6dqTt8+HBq1qyp2pm61apVM3yt1Wo5ePCgaguE+CWIAGJiYjhw4AAXLlxQLlAy3n3dxj+vWbJkUTBR8h48eECnTp0oXLgwpqam3L17l6xZs+Lo6Ki6oSmurq6GoQdFixbl119/ZezYsaxZs0bhZMb9/vvvrF69mt69e5MrVy5WrFjBkCFDVFvYuru788cffzB06FDs7OwYP34848aNY+PGjUpHM0jL54cvlRS24ov31VdfAfD1119z584dSpUqxfbt27l27Rrdu3dXOF3yLl++zKZNm5gzZw6tWrXC2dmZVq1aKR3LKCcnpwS3W7duTfv27RVKk3IZMmSgSZMmRie/qcG7HxgAatasyU8//aTasYpqfR6NiYyMpG7duobbtWrVUu1SXxA3eSxnzpyG28WKFVMwzYdFRkZStGhRw+1atWrh6empYKLE0vL54UslGzQI8dbw4cPZu3cvly5dYvbs2VhbWzNq1CilYyXr3Zm6devWTVMzdW/fvq3axdi3bNli+Ld582amTp1KhgwZlI5lVPwmEk+ePOHx48ccOXKEkJAQpWMl6fXr13h7e2Nvb8+bN28YMWIEUVFR2NvbY29vr3S8BGxtbVmzZg3h4eGEh4ezYcMGsmfPrnSsJOXOnRtfX180Gg1hYWHMmzePvHnzKh0rSTY2Nvj7+xsu8W/bto2sWbMqnMq4tHh++FJJj60Qbz169IiZM2cydepUWrduTZ8+fVTb+xkvLc3UfX9hfltbW4YMGaJwKuNOnz6d4Ha2bNmYPn26QmmS16lTJ8PXGo0GW1tbXFxcFEyUPFdXV/r16weo//L+5MmTmTBhguGDTdWqVfHw8FA6VpImTpyIh4cHT58+5bvvvqN69epMnDhR6VhJGj9+PCNHjuTWrVtUrlyZQoUKqbZHPC2eH75UsiqCEG+1bNmSxYsX0759e2bPnk22bNno1q0bO3fuVDpasmSm7ufx5s0bVa61mtY0a9aM7du3JzjWsmVLtmzZokygdOrVq1cEBARQvHhxpaN8UEREBDqdDgBra2uF0xiXVs8PXyLpsRXirbS0pmK8tDRT98WLF2zfvp3w8HD0ej06nY5Hjx4xdepUpaMlsnfvXv744w8iIiIMWSMjIzl16pTS0RK5c+cOq1evTpD10aNHqt1GNf7yfvPmzQHYtWuXai/vHzt2jBkzZhAaGppgHWY1TXB714YNG/jnn38YPnw4LVu2JFOmTDRs2JDBgwcrHc0oX19fzp49y6+//spPP/3Ey5cvGTBgQILtrNUiLZ4fvlTSYytEEt7tCVWr+PVrIeGMeDW+4bZv354CBQpw4cIFGjRowIkTJyhVqhRTpkxROloiDRo0YNKkSSxZsoS+ffty/PhxgoODcXNzUzpaIi1atKB+/fr4+vri5OTE0aNHyZcvH+PHj1c6mlFPnjxhwoQJ+Pn5YW5uTpUqVXB1dSV37txKR0ukUaNGjBo1iuLFiyf4AKm2scDxfvzxRxYvXsy2bdu4e/cuY8eOpU2bNvj4+CgdzahWrVoxdepU/vnnH86ePYubmxudO3dWbd53pYXzw5dKemzFF+/nn39mwYIFhuWG3qfW3hlIWzPig4ODWbNmDZ6enjRs2JC+ffvSrVs3pWMZlSVLFmrUqME///zDq1evcHZ25scff1Q6llE6nY4BAwag1WopU6YM7dq1U+04a4jb9nnBggVG74tfM1QtsmXLhoODg9Ix/hMbGxuOHDlCly5dMDMzIyoqSulIySpatCi///47zZs3J1OmTMTExCgdKYG0fH74UklhK7548SfSGTNmqPaSaFKePHli+Fqv1/Pvv/+qdkZ8/GznwoUL4+/vT4UKFdBqtQqnMs7S0pK7d+9StGhR/Pz8qFGjBq9evVI6llFWVlZER0dTqFAhrl69SpUqVVRfzCTlypUrSkdIoHLlykyePJk6depgYWFhOF61alUFUyWtWLFi/Pzzzzx69IhvvvmGgQMHGparUqMcOXLg7u7OlStX8PLyYsqUKapbxSEtnx++VDIUQYi3mjRpwu7du5WO8Z/E9yLo9XrDjPj+/ftTr149paMlMn36dO7evcvIkSPp0aMH1atXx9/fn/Xr1ysdLZEzZ86wcuVKvLy8aN++PQ8ePKB169aMHDlS6WiJrFy5kkOHDuHt7U3btm0pWLAgOp2OxYsXKx3tP3NycmLz5s1KxzDo3LlzomMajUaVY9ghbjjS+fPnKV68ODY2Nhw6dIh69eqp9pL569evOXDgABUrVqRgwYKsWrXKMDZYbdLi+eFLJYWtEG8NHjyYevXqUb58+QSz39XWg5BS69atM+yao6Rdu3bRtGlTXr58yevXrylQoABXrlzh7NmzNGnSBDs7O6UjGgwfPhwvLy82btxI69atDcfj97JXk6VLl9KtWzf8/f3Jly8f1tbWBAQEcPnyZWrVqkXGjBmVjvifqa2wTSvi/9bnzJlj9P743dPUwtfXFwcHhyRXwmjZsuVnzZMS6e38kJ7JUAQh3rp48SIXL15McExtW3z+F2vXrlVFYTtr1iwaNmxIz549DUXLV199pcpLpOfOnWPDhg3MmzcPM7PEb49qOuGuWrUKBwcHhg0bxl9//UVYWBgAZcuWJSQkJE0Wtmrz+PFjXFxcePz4MatWrWLo0KH89ttv5MuXT+loCaS1/qnLly/j4OCQaL3oeGr6O4uX3s4P6ZkUtkK8dejQIWJiYsiQIQMxMTFER0er8pJYSqnlZFexYkXKlSuHXq+ndOnShmET8f+9fv260hENxo0bx969ewkPDzd60lXTCbdZs2b07NmTgICARMsjpdUTrlpes/Hc3Nzo2bMn3t7e5MiRgx9++IGRI0eqbim1+MmCjx8/ZvLkyQqn+bABAwYAkCtXLtUuRfa+9HZ+SNf0Qgi9Xq/X79q1S//DDz/o9Xq9/v79+/q6devq9+/fr3Cq/7+WLVsqHSGBvn37Kh0hxdavX690hBRzc3NTOkKq8fT0VDpCAk5OTnq9Xq9v0aKF4Vjz5s0VSvNhP/74o/7169dKx0ixZs2a6XU6ndIxUiS9nR/SM+mxFeKtuXPnsmTJEgAKFCiAj48PPXr0oEGDBgonSx/mzZvHuXPnuHnzJq1ateLixYuqnV3+3Xff4eLiwoMHDwzbaI4aNUp142wBJkyYwPbt2/n333/p27cve/fuVVXPcrykNhOJt3z5ckaMGPEZE32YpaUlAQEBhtxnz57F3Nxc4VRJMzExwcHBgcKFC2NhYWG4KqLWyW42NjY0btyYsmXLJlh1Qo29znJ+SDuksBXirZiYGHLkyGG4nT17dtVdGk3Lli1bxoEDBwgMDKRx48a4ubnRunVrevbsqXS0RNzc3KhVqxaXLl0iU6ZM5MqVi+HDh/Pnn38qHS0Rb29vAgICuHr1Kr169WLTpk34+/szatQopaMl4OzsrHSE/2zUqFH8/PPPPHjwgBYtWhAaGsqMGTOUjpWk4cOHKx3hP3FyclI6QorJ+SHtMFE6gBBqUblyZYYMGYKvry++vr6MGDGCr7/+WulY/2+ZM2dWOkICmzdvZtGiRVhZWZEtWzY2btzIpk2blI5l1KNHj2jbti0mJiaYm5szePBgAgIClI5l1PHjx/Hy8sLCwoLMmTOzZMkSjh49qnSsRKpVq2b4Z21tjYmJCRqNBp1Ox4MHD5SOZ1T58uXZuHEj69evx9PTk3379qn6PaFgwYIcOXKEatWqkSdPHjZu3EiRIkWUjpWk7777joiICJycnKhZsyYPHjygcePGSscyKr2dH9Iz6bEV4q1x48axYsUK1q1bh5mZGVWqVKFDhw5Kx0pWaGgoO3fuJDg4OEHvQf/+/VV3+TG+SIxnYWGh2vU1TU1NefXqleES9L179zAxUWc/QHyu+KzR0dGqzQowcuRIzp8/T2hoKEWKFMHf359KlSolWF5NaaNHj072fjVeKgcYNmwY33//PQB2dnZUqVKFESNGqHZN42HDhlGyZEkAMmXKhE6nY8SIEcyePVvhZImlxfPDl0oKWyHeMjc3p2fPnkYvjat1fc1+/fpha2ubaC97NapWrRqenp5ERkZy4MAB1q1bR40aNZSOZZSzszOdO3fm6dOn/Prrr1y4cIHffvtN6VhGNW7cmEGDBhEaGsrSpUvZtm0bP/zwg9KxknTmzBn27t2Lu7s7Xbp0Qa/XM3HiRKVjJRC/VbWvry/h4eE0b94cMzMzdu3apborIe8KDQ01rJBgbm5OmzZtWLNmjcKpkvbkyRPmz58PgLW1NYMHD6ZFixYKpzIuLZ4fvlRS2AqRAmodSxUaGsrKlSuVjpEiI0aMYP369ZQsWZItW7ZQr149w0lYberWrctXX33FpUuXiI2NZeLEiQnG16lJnz59OHbsGHnz5uXp06c4Ozvj4OCgdKwk5cqViwwZMlC0aFFu3LjB999/T3h4uNKxEogf+7l69WrWrVtn6AFv0qQJbdq0UTJasiwtLTly5Ihh58G///4bKysrhVMlTaPRcOPGDUOv7e3bt42uH612aj0/fKnS3itICAWotTe0RIkSXLlyRZWbHcR78uSJ4eu6detSt25dw+3AwEBV7dyT1M5N8WvtqmkHpzNnzhi+trS0xNHRMcF9al1xws7OjgULFvDNN9/g5eUFQEREhMKpjHv16hUhISHY2toC8Pz5c9VmBZg4cSLDhg0zrC6RJ08ew3OsRvHba8fvPhgcHKzqvElR6/nhSyWFrRBpkKOjIxqNhjdv3rBr1y7s7OwwNTU1LO+jpsX5O3XqhEajISoqihcvXpA/f35MTEx48OAB+fPnZ+/evUpHTOTSpUsEBATQuHFjzMzM2L9/P/b29krHSmDWrFkAhISE8PDhQypWrIiJiQnnz5+nRIkSrF27VuGExnl4eHDkyBHKly9Pw4YN2bFjB+PHj1c6llF9+/alefPmVKpUCZ1Ox8WLF3FxcVE6VpJKlSrFjh07CA4OJkOGDFhbWxvumz17tupWpqhZsya+vr7cvHkTMzMzihQpYhiHr5YtwUXao9FLH7oQH6S2MVSPHz9O9n61FWEQt9d6x44dqVKlChBXPC5cuNBQoKlJu3btWLJkieEyblRUFF26dGHdunUKJ0usd+/euLi4ULBgQSDuteHm5saiRYsUTmbcuz3471JTz/27AgMDOX/+PBqNhsqVK5M9e3alI/2/qO097EPSUt60lPVLID22QqSA2j7/xReuN2/eZN68eUyfPp3bt2/j5uaGu7u7wumMu337tqGohbillO7evatgoqQFBwcnuLwYExNDSEiIcoGS8eTJE0NRC3EFYlLFoxrE9+Dr9Xq0Wi3Pnz+ndOnSqlz6LSwsjP379xMSEoJer+fmzZuAuoakpJTa3sM+JC3lTUtZvwRS2ArxVmxsLIcPH6Z+/fq8fPmSQ4cO0apVKzQaDX369FE6nlEuLi7069cPgKJFi/Lrr78yduxYVc6Ezp07NzNnzqRp06bodDq2bdtGoUKFlI5l1E8//USrVq2oW7cuer0eX19funbtqnQso8qWLcvIkSNp0qQJOp2OHTt2JPgAoTaHDh1KcPvSpUusWrVKoTTJGzhwIJkzZ04Tq458SFrLn5byqvX88KWSoQhCvDV69Gh0Oh2enp68fPmSyZMnY2VlpbqliN7VrFkztm/fnuBYy5Yt2bJlizKBkhEaGsqsWbPw8/MDoFatWvTv3z/BOEA1uXLlCn5+fmg0Gr755htKlSoFwNWrVylbtqzC6f4nOjqalStXGp7XmjVr0qFDhzQ1u/yHH35gx44dSsdIxNjfV1qV1i6Xqy1vvXr1CAwMJEuWLOj1el69ekWWLFnIly8fkyZNonTp0kpHFG+lnXc+IT6xK1euGE5itra2eHl50axZM4VTJc/W1pY1a9bQvHlzAHbt2qXaMYBZs2bF1dXV6H0///wzCxYs+MyJkvfVV18ZXW3CxcVFVSdcc3NzevToQY8ePRLdp7biABKvPPHvv/+q9jVbunRp/P39DR9qxJeratWqNG7cmAYNGgBw5MgR9uzZQ+fOnZkwYYJqJ2t+idS7PY0Qn5lOpyMwMNBw+8WLF6rewQnidkA6fPgwtWvXxtHRkcOHD6t2I4HkPHv2TOkIKZaWLnKlhaxVq1Zl5syZSscw6tatWzg5OVG7dm3q16+Po6Mj9evXVzpWkoKCgpK8r2jRop8xycdT20YYt27dMhS1ENeDe+PGDcqUKUNUVJSCycT7pMdWiLf69u2Lk5MTlStXRq/Xc+nSJcaOHat0rGSZmpom6um8dOmSYV3ItCItjaeTrB8nLU28SmpdY7Xq1KkTBQsWxMnJiQYNGpAhQwbDfd7e3gomMy4sLIzt27cbJufFU+OW4FmyZGHt2rU0b94cnU7H9u3byZo1K7dv30an0ykdT7xD3d1RQnxGzZo1w8fHh++//56WLVuyYcMGGjZsqHSsZLVp04bdu3cDcTP3vby8GDRokLKhhEjG5s2bqV69OqVLl6Z06dKUKlVKteMT7e3t+eeff1i/fj22tracOXNGlUvpxdu7dy99+vTh+PHjNG7cmIkTJ3L58mWlYyVp4MCBnD59Ok0Uht7e3pw8eZI6derg6OiIn58fnp6enDx5kqFDhyodT7xDemzFFy9+IfD3e2fUuNvU+5YvX86YMWPYu3cvd+7coVq1amzbtk3pWEIkac6cOaxYsYISJUooHeWDvL29CQgI4OrVq/Tu3ZtNmzbh7+/PqFGjlI6WpCpVqlCuXDl2797N9OnTOXToELa2tri5ufH1118rHS+B58+fs2TJEqVjpIidnZ3RNbc7d+6sQBqRHClsxRcvLYxDTEqePHmoVq0aGzduxNTUlBo1aqh2lYHkpKXfgWT9OHZ2dmmiqAU4fvw4mzdvxsnJCWtra5YsWULz5s1VW9iePHmSrVu3cvLkSerVq8f06dOpVKkSN27coHfv3hw9elTpiAmkpcl5x44dY8aMGYSGhib4u1LTLo8ijhS24ovXrl07QN09s0lp1qwZlSpVYvfu3QQGBjJmzBi2bNmS5sYGtmzZUukICbi7uydawWHkyJF4enoye/ZshVL9d2pcX7Ns2bIMGDCAWrVqYWFhYTiuttcAYJg8Gj9WOTo6WtUTSv/44w9at27N+PHjDbvmAZQsWdLoqhlKi5+clz17diwsLFS5JXi8SZMmMWrUqHSxpnF6J+vYCvHWsmXL+OOPP3j16hWA4U02fkiCGh08eJDw8HBu375N37592blzJyEhIfTq1UvpaIkcO3aM6dOnExYWhl6vV+VJbOzYsTx8+JArV64kWOpLq9Xy6tUrVa1pWqpUqQQnWDMzM0xMTIiOjsba2pozZ84omC5po0ePNnp88uTJnznJh/35559cvXqVy5cv06VLF7Zt20bDhg3p27ev0tGMev36NVu3bqVjx448e/aMtWvX0qdPnwRFrpoktTW4Gscxt2vXTpb0SiOksBXiLUdHR1auXKnaPeuNeXcM4IYNG/jll18oU6ZMksWDkho1amS0x0NNJ7FHjx7x+PFjPDw8cHFxMRw3NTWlaNGi2NjYKBcuCePGjaNSpUo0b94cjUbD3r17OXbsGJMmTVI6Wrpw7NgxTp48iV6vp3r16jg4OCgdKUl9+/alZMmSDB48mNevX/PXX39x584d1V5l0Ov1rFmzhlOnTqHVaqlRowadOnVSZa+4l5cXWq2WOnXqJLjSULVqVQVTCWNkKIIQbxUtWpQcOXIoHeM/SWoMoBoL22zZsqm6KADIly8f+fLlY9u2bbx48YKLFy9iZmZG+fLlVVnUQtzybhMmTDDcbtSoEXPnzlUwUfLS2ljFqKgooqOjMTMzw9zcXOk4yXry5Anz588HwNramsGDB9OiRQuFUyVt6tSp3L9/n1atWqHX6/Hx8eHRo0eMGTNG6WiJXLp0CYBr164Zjmk0GtUtSyaksBXCoHPnzjRr1owKFSpgampqOK7GS6Tx0tIYwMqVKzN58uQ00eOxZ88eJk2aRKVKldDpdLi5uTFx4kTq1q2rdLRErKys2LRpE02aNEGn07F161bVFuGQtsYqTpkyhQsXLvD999+j0+mYOXMmV65c4eeff1Y6mlEajYYbN25QsmRJAG7fvq3qrZVPnDjBli1bDO9Z3377rWp3e1yxYoXSEUQKqfcVL8Rn5uHhQbNmzVR1afxDGjduzKBBgwgNDWXp0qVs27aNH374QelYRqWlHo+5c+fi4+NDrly5gLixgL/88osqC1svLy/c3d2ZNGkSJiYm1KxZk6lTpyodK0lpoec+nq+vLzt37jQUh+3ataNly5aqLWxHjhxJjx49DBu0BAcHq/q1EBsbi1arNfSEx8bGJuhUUANXV1fc3d3p3Lmz0Q9ianz/+tJJYSvEW+bm5mluZYQ+ffpw7Ngx8ubNy9OnT3F2dlZt0ZCWejzMzMzImTOn4ba9vb1qe77s7e2ZP38+ISEhqu6pjZeWeu6zZ89OWFgYtra2QNwmKNmyZVM4VdJq1qyJr68vN2/exMzMjCJFiqh6+ESzZs3o0qUL33//PQA7d+40fK0Wbdu2BcDZ2VnhJCKlZPKYEG9NnjwZjUZD3bp1E2xFqcYTblqSlno8tmzZAsChQ4eIioqiZcuWmJmZsWPHDjJmzKjKYSnXr19n8ODBvHnzhnXr1tGpUydmzJhB2bJllY5mlLEF7dXac//LL79w5coVHB0dMTMz4+jRo2TPnp3ChQsD6hum9PjxY1auXJlo/LLacr7ryJEjnDp1Cr1eT40aNfj222+VjmTUoUOHcHR0NNwODAzE3d1dtRPzvmTq7IIQQgHxl8ivXr1qOKbWE25akpIej6CgoAQ9pEo5ffo0AJkyZSJTpkyGBe0zZsyoZKxkTZo0iT/++IOhQ4diZ2fH+PHjGTduHBs3blQ6mlFpqee+YcOGCbbVfncJODUaNGgQVapUoUqVKqoev3z16lXKli3LmTNnyJgxY4KC8cyZM6rsTJg+fTqxsbF89913rFq1ij/++IOOHTsqHUsYIT22QgjFOTk5sXnzZqVjJBIaGkrWrFmVjpGsH3/8ER8fH1q2bGnocW7evLlqt1Y+e/YsixYtIiIiAr1ej06n48mTJxw6dEjpaEY9evSIf//9l9q1a/P06VPy58+vdKQkqfXv6H0uLi5MmjQpTfXev3jxgp9//pnY2FjDFsUFCxZUOpYwQp3Tp4VQwOPHj+nevTsNGzYkKCiILl268OjRI6VjfRHU9vna39+fxo0b06JFC549e8Z3332XoCdfTWxsbPD39zf00G3btk3VxbiLiwsNGjQgNjaWjh07UrBgQRo0aKB0LKN27drFL7/8goeHB6GhobRr146tW7cqHStJlStX5tChQ0RHRysdJVnxayy7urqyYsWKBP+GDBmicLqEzpw5w5kzZ7hz5w6//PILQUFB1K1bl8DAQNVugvKlkx5bId7q2bMn3bt3x9vbm82bN7Nhwwa2bt3KqlWrlI6W7qmtp6ljx45MnDiRoUOHsmXLFk6cOMH06dNVeXn/wYMHjBw5ksuXL2NpaUnBggXx9vY2jANVm/ie5VmzZlG1alVq1KjBjz/+qKrffzwnJydWrFhBp06d2LJlC4GBgXTv3p2dO3cqHc2o2rVr8/z5cyCu51OtuyeeO3cOnU6Hi4sLHh4ehg+2Wq2W8ePHs3fvXoUT/o+xXuV4au1d/tLJGFsh3goODqZ27dp4e3uj0Who06aNFLVfqMjISIoWLWq4XatWLTw9PRVMlLSoqCjWrFlDREQEOp0Oa2trLly4oHSsJFlYWBASEkLhwoW5ePEi33zzDREREUrHMsrExARra2vD7Vy5cql2nWiI27AlLTh58iR+fn4EBgYyc+ZMw3EzMzPDmHy1SEtjwkUcKWyFeMvS0pKAgADDJd2zZ8+qeqkc8emkhcv7aanX613dunVj8ODBzJ49m9atW7N9+3bVTsoqXrw4K1euRKvVcv36dVavXk2pUqWUjpWk6OhoFi9ezN27d3F1dWXp0qX06dNHde9j8RNJt2zZQsuWLZUNk0LXrl1j/vz5iVackB5b9ZGhCEK8denSJVxdXXnw4AEFChQgNDSUmTNnUqFCBaWjpXvvTnxSA2OX9728vChSpIjS0Qxmz56Nn58fV65cSVAYmpmZUadOHXr06KFguuTFXyKPiIjg3r17lCpVChMTE9atW6eqHruIiAjmzZvHyZMn0el01KhRg379+iXoxVUTFxcXbG1tOXToEBs2bGDcuHHo9Xq8vLyUjmbUnTt3WL16dYKJhI8ePVLllbJmzZrRtm3bRDvmVatWTcFUwhgpbIV4KzQ0lIwZM3Lv3j1iY2MpUqQIQUFBaWonMjVbsGBBoh2bfv/9d4YMGcLZs2epUqWKQsmS9u7lfbVKS71eH6K2sdZpTfzzF/9BUa/X06xZM3bs2KF0NKNatGhB/fr18fX1xcnJiaNHj5IvXz7Gjx+vdLREfvrpJzZs2KB0DJECMhRBfPGePn2KXq+nT58+/PXXX2TKlAmAZ8+e0bt3b/bs2aNwwrTN29ubFy9ecOjQIe7du2c4rtVquXTpEkOGDFFNUZvUJhLx1HjZsXLlynh5eREcHJxmFuVPilr6WUqVKpXgdWBmZoaJiQnR0dFYW1urdja8RqMhOjrakD04OFjV69nqdDoGDBiAVqulTJkytGvXjnbt2ikdy6jatWuzYsUKateunWDHvLx58yqYShgjha344s2aNYvTp08TGBiYYMFtMzMz1e6Ck5Y0bNiQ27dvc+rUqQSX7UxNTenXr5+CyRKLH/u3fv16LC0tE+w8FhUVpXA645ydnfnmm29Uvyh/Sqglv7+/PwDjxo2jUqVKNG/eHI1Gw969ezl27JjC6ZLWpUsXunfvTlBQEB4eHhw4cEB1f2PvsrKyIjo6mkKFCnH16lWqVKmi2r+z+GXelixZYjim0Wg4ePCgUpFEEmQoghBv/fnnn/Tp00fpGOnWq1evsLS05M6dO5iZmVGoUCFMTU2VjmVUq1at2LRpU4Jj8RshqE2LFi1Uvbbqf6G2oQjG8qj5+X758iUvX77k9OnTxMbGUq1aNVVPdlu5ciWHDh3C29ubtm3bUrBgQXQ6HYsXL1Y6mkjDpMdWiLcaNWrEtm3baNasGePGjePq1auMHj1aNZfJ0zp/f3+GDx+Ora0ter2e8PBwpk2bRrly5ZSOlkhUVBR37941rAV748YNtFqtwqmMq1ixIvv376d+/fqqXooqLbKysmLTpk00adIEnU7H1q1bsbGxUTpWkjp27Mju3bspVqyY0lFSpFOnTrRs2RJra2tWrFjB5cuXqV27ttKxjEpLE92+dFLYCvHWmDFj6NSpEwcPHuTu3buMHj2aqVOnsn79eqWjpQuTJ09mwYIFlCxZEoDLly8zYcIEVW56MGrUKDp37oydnR06nY6XL18ybdo0pWMlED8OVK/Xs3bt2gT3qXFR/pTInDmz0hES8PLywt3dnUmTJqHRaKhVqxZTp05VOlaSSpUqxZYtWyhfvjyWlpaG42obBzpnzpwk77tx4wb9+/f/jGlSZvDgwdSvX59z584ZJroVL15c6VjCCClshXgrKiqKJk2aMHbsWJo1a0aVKlVU20uXVsUXtQDlypUjNjZWwTRJq127NocOHeLmzZtoNBpKliyJmVnc26ValqSKHwea1oSFhbF9+3ZCQkISTBbr37+/6ibn2dvbM3/+fKVjpNjFixe5ePFigmNqHAcaHh5umKSbVqSliW5fOilshXjL1NSUvXv3cvjwYQYOHMiBAwfk0m4qiJ9BXrhwYdzc3GjdujVmZmZs375dlcMQ4pmbmxvdOGDt2rWqKGzjvd/7pdFosLS0pGjRoqqc/Dhw4EAyZ86caD1QNTp27BgzZsxItCi/2grFeK6urjg4OCgd44P8/PzYtGkT48ePV+XSXsakpYluXzopbIV4a+LEiSxduhQ3Nzdy5crFzp07mTRpktKx0rxZs2YluP3uYvFqL2yMUdt82wcPHnD//n2+//57APbt24e1tTXnzp3Dz8+PESNGKJwwoefPnyeYWa5mkyZNYtSoUWmiCIe4pfXSQmEbERHBsGHDOHbsmNHiUI1L1TVv3py+ffsaJrodO3YMOzs7pWMJI6SwFeKttWvX0r59e8qXLw/A9OnTFU6UPqS3vdbVVuDcvXuXVatWGbZNbdeuHZ07d2bdunU0b95cdYVt6dKl8ff3V/Vs/XjZsmVLE4VivPz58zN69GgqVKiQYIyt2jbwWLx4MadPn+bcuXNpZueuNm3aoNPpGDduHHny5OGbb75R1ZUb8T9S2ArxVoUKFZg2bRovX76kRYsWtGjRgpw5cyodK914/PgxLi4uPH78mFWrVjF06FB+++038uXLp3S0NC0sLAytVmsobGNiYoiIiADU17sMcOvWLZycnMiePTsWFhaG7XXVeHm/cuXKTJ48mTp16iRYlL9q1aoKpkpatmzZABKNs1VbYZsnTx5atmxJqVKl0sQHHAB3d3fCw8NxcnJCr9ezZcsWAgICGDt2rNLRxHtkHVsh3vP06VN27NjB2rVrKVasGD/99BMNGjRQOlaa17NnT7p37463tzebN29mw4YNbN26Nc0tl6O2tVaXL1/OmjVr+Pbbb9HpdBw9epROnToRExPD5cuXVbeaw+PHj40eV+PW1UntRKe2SW5p1bFjx5g+fTphYWGqH8PcrFkztm/fbrit0+lo0aJFgmNCHaTHVoh3PHz4kG3btrFz504KFizId999x+7du9m3b5+ql/lJC4KDg6lduzbe3t5oNBratGmT5opaUN+SVF26dKF69er8/fffmJiYMGvWLIoXL869e/fo0KGD0vESyZs3L2vWrOHUqVNotVpq1KhBp06dlI6VgKurK+7u7kDiXm+1DUV5l6Ojo9F8aiwUIW2NYbazs+Phw4fkz58fgMDAQLmip1JS2ArxVrt27Xjx4gUtW7Zk0aJF5MmTB4i7jFe3bl2F06V9lpaWBAQEGE5gZ8+eNVw+V4vk1tcEdS1J5evri4ODA1u2bAEwbBxw9epVrl69qrrLz/GmTp3K/fv3adWqFXq9Hh8fHx49esSYMWOUjmYQP3YyfovltOLd8exarZb9+/cTHR2tYKLkpYUxzPG99sHBwTRv3pyqVatiamrKuXPnZB1blZKhCEK8NX/+fDJkyEDnzp3p27cv165dY8KECTRq1EjpaOnCpUuXcHV15cGDBxQoUIDQ0FBmzJjB119/rXQ0g5QUtmoxa9YsBgwYwOjRo43er8aZ5RA3u3zLli2GpfS0Wi3NmjVj9+7dCidLn9S6FTTErZCi1WpVPYbZz88v2fvTyuS3L4n02Arx1qFDhxg+fDh79+7F0tISHx8fnJ2dpbBNJeXLl2fjxo3cu3eP2NhYihQporoe26QKV71ez6NHjz5zmuQNGDAA+F8BGxoaStasWZWMlCKxsbEJJrvFxsZiamqqcKr0IX7NaIh7zd66dUvVa61eunTJ6C55arkqAlK4pkVS2Arxlk6no2rVqgwdOpSGDRuSN29e1e6MlZYk1aMYT409iytXruT3338nMjLScCxfvnzs379fwVTG+fv7M2jQIN68ecO6devo1KkTM2bMoGzZskpHM6pZs2Z06dLFsO7uzp07DV+LjzNr1ixevHhB9uzZ0Wg0ZM2aFU9PT6VjJZJWxzCLtEEKWyHesrKyMqyv6ObmxrJly9Lcto9qFN/j4evrS3h4OM2bN8fMzIxdu3apbiJWvMWLF7N161ZmzJjB4MGD8fPz48SJE0rHMsrd3Z0//viDoUOHYmdnx/jx4xk3bhwbN25UOppRffv2pXTp0pw6dQq9Xk/fvn1VuUNaWvTdd9/h4+PDihUrePToEb179+bq1atGd9BTUlodwyzSBilshXjL29ubDRs2MGvWLLJmzUpgYKDqlkpKi5ycnABYvXo169atM4ytbNKkCW3atFEyWpKyZ89O/vz5KVmyJDdv3uTHH39k5cqVSscyKjIykqJFixpu16pVS5W9dFevXqVs2bKcOXOGjBkz4ujoaLjvzJkzqhpXmVatX7+eDRs2AHFXGHx8fGjTpo3qNhKIL7TlMr/4FKSwFeItOzu7BGMshw8frmCa9OfVq1eEhIRga2sLxG2tGr+RgNpYWVlx6tQpSpYsyYEDByhXrhxhYWFKxzLKxsYGf39/wyXcbdu2qXKs7Zo1a5g0aVKiLZYh7vKzmsZVplUxMTFkyJDBcPvdr4X4UsiqCEKIz2LLli14e3tTqVIldDodFy9exNXVlYYNGyodLZFbt26xYcMGRo0axcCBAzl58iTOzs5069ZN6WiJPHjwgJEjR3L58mUsLS0pWLAg3t7eFC5cWOloRt28eZMSJUokOHbhwgVVrY6RVnl5eXHhwgWaNGkCwL59+6hUqRKDBg1SNpgQn5EUtkKIzyYwMJDz58+j0WioXLky2bNnB/63Jqv47y5fvky5cuWIiIhAp9NhbW2tdCSjzp07h06nw8XFBQ8PD8OkIa1Wy/jx49m7d6/CCdOHPXv2cObMGczMzKhatarsmii+OFLYCiEUp7Ztao8dO8aMGTMIDQ1V/VafvXr14t69e1SvXh0HBwdq1aqFlZWV0rESmT17Nn5+fly5ciXBZCYzMzPq1KlDjx49FEwnhEgvpLAVQiiuZcuWhh201KBRo0ZGt/q0t7dXMFXSoqKiOHXqFMeOHcPX15fChQuzcOFCpWMZtWXLFtXuiiaESPtk8pgQQnFqW7syLWz1Ge/ly5f4+fnh5+fH2bNnyZo1q6q3+ixfvjyTJk0iIiICvV6PTqfj0aNHrFq1SuloQoh0QApbIYR4T+XKlZk8ebKqt/qMV7NmTXLkyEGXLl1YsWKFKldEeNfgwYOpX78+586dw8nJiaNHj6q6EBdCpC1S2AohxHsuXboEwLVr1wzH1Lok1Z49e/j77785ffo0Xbp0oVixYlSvXl21awTrdDoGDBiAVqulTJkytGvXjnbt2ikdSwiRTkhhK4RQnNqG+jdt2pT27dsrHSNFChUqRKFChahYsSInT55k7dq1XL58WbWFrZWVFdHR0RQqVIirV69SpUoVoqKilI4lhEgnTJQOIIT4Mty4cYPBgwcDcPv2bTp27MidO3cAWLdunZLREklL4z0HDx5MvXr18PT0xMTEhPnz57Nv3z6lYyWpefPmhm10V65cSa9evbCzs1M6lhAinZBVEYQQn0WbNm3o168f9erVA+DEiRPMmTOHNWvWKJwssV69ehEdHU2FChUSjLF9d2c6tdi3bx81a9Y0un7t7NmzcXZ2ViBV8l6/fo21tTUBAQFcvnyZ2rVrq3KJMiFE2iNDEYQQn0VkZKShqAWoVasWXl5eCiZKWlraBSu5ndsOHTqkmsJ2zpw5Sd5348YNVX5oEEKkPVLYCiE+C1tbW9asWUPz5s0B2LVrl2HnMbXp378/ERERPHjwgBIlSvDmzRsyZsyodKz/TE0X5MLDw8mUKZPSMYQQ6ZwUtkKIz2Ly5MlMmDCBqVOnkiFDBqpWrYqHh4fSsYz6+++/cXNzIzY2lrVr19K8eXO8vb2pXbu20tH+EzWtD+zn58emTZsYP34848ePVzqOECKdksJWCPFZ5M2blwULFigdI0V+//13Vq9eTe/evcmVKxcrV65kyJAhaa6wVZOIiAiGDRvGsWPHjK6CMHnyZAVSCSHSGylshRCf1M8//8yCBQtwdHQ02oN48OBBBVIlT6fTkTNnTsPtYsWKKZgmfVi8eDGnT5/m3LlzVKtWTek4Qoh0SgpbIcQn5e7uDsCKFSsUTpJyuXPnxtfXF41GQ1hYGKtWrSJv3rxKx/rPihYtqnQEgzx58tCyZUtKlSpFqVKllI4jhEinZLkvIcRn4ezszOzZsxMc69q1K8uWLVMoUdJevHiBh4cHJ0+eRK/XU716dVxdXRP04qrFkydPcHd359SpU2TIkIE6deowduxYbG1tlY5m1LFjx5g+fTphYWEJJrepsedeCJH2SGErhPik+vXrh7+/P4GBgeTKlctwXKvVkidPHtauXatgOuNOnDhBrVq1Ehzbt29fsktrKaVDhw40bdqUli1botfr2bRpEydOnOCvv/5SOppRjRo1YtSoURQvXjzB0BR7e3sFUwkh0gsZiiCE+KQ8PT0JCQnBw8MDFxcXw3EzMzPVLfe1a9cuoqOjmTVrFgMGDDAc12q1LFiwQJWF7evXr+nUqZPhdrdu3fDx8VEwUfKyZcuGg4OD0jGEEOmUFLZCiE/K2toaa2trZs6cyZ07dyhVqhTbt2/n2rVrdO/ePUEvrtJev37N+fPnCQ8P5/Tp04bjpqamhu2A1aZs2bJs3bqVFi1aAHD48GHKlCmjcKqkVa5cmcmTJ1OnTp0Eu7pVrVpVwVRCiPRChiIIIT6LgQMHUqRIEb799luGDx9OixYtOHfuHIsXL1Y6WiKHDx/m22+/TXDs8ePHqrxcXqNGDUJCQrC0tESj0RAZGWm4T6PRcP36dQXTJda5c2ejq2MsX75cgTRCiPTGROkAQogvw6NHjxg4cCB79+6ldevW9OvXj9DQUKVjGTV58mQuXLhguL169Wratm2rXKBknDp1Cn9/fy5cuMD58+fx9/c3/FNTUevq6mr4Wq/XJ/gnhBCpRYYiCCE+i9jYWF6+fMnBgweZPXs2QUFBvHnzRulYRnl4eDB69GgcHR25du0alpaWrF+/XulYCcyZMyfZ+/v37/+ZkqRM/AcDZ2dnhZMIIdIzKWyFEJ9Fz549adOmDY6OjpQoUYJGjRoxcOBApWMZVaVKFTp16oS3tzfW1tbMmzdPtevYXrp0iYCAABo3boyZmRn79+9X5ZCJr776CkA2ZxBCfFIyxlYI8VmFhoaSNWtWtFotZmbq/GzdqVMnTE1N8fDw4PHjx7i5ueHg4MCoUaOUjpZIu3btWLJkCVZWVgBERUXRpUsX1q1bp3AyIYT4/GSMrRDis/D396dx48a0aNGCZ8+e0aRJE65evap0LKMaNWrEsmXLyJcvH9WrV8fHx4eoqCilYxkVHBycYDJWTEwMISEhygUSQggFSY+tEOKz6NixIxMnTmTo0KFs2bKFEydOMH36dDZu3Kh0NKPOnTvHzZs3adWqFRcvXlTtclSLFi3Cx8eHunXrotPpOHz4MF27dqVDhw5KRxNCiM9OemyFEJ9FZGQkRYsWNdyuVasW0dHRCiZK2rJly5gxYwZLly4lPDwcNzc3Fi1apHQso2xtbWnVqhW5cuUid+7cNG/eHFtbW27evKl0NCGE+OyksBVCfBY2Njb4+/sbLptv27aNrFmzKpzKuM2bN7No0SKsrKzIli0bGzduZNOmTUrHMurQoUOsXr2aZ8+eERAQwLZt21i1ahWjR49m6dKlSscTQojPSp0zN4QQ6c748eMZOXIkt27dokqVKhQsWBAvLy+lYxllYmKCubm54baFhQWmpqYKJkpaUFAQPj4+ZMmSBYhbTqtv376sW7eOH3/8kW7duikbUAghPiMpbIUQn0WBAgVYs2YNERER6HQ6rK2tlY6UpGrVquHp6UlkZCQHDhxg3bp11KhRQ+lYRgUHB5MpUybDbQsLC0JDQzEzMzO6w5cQQqRnMnlMCPFZnD17lmXLliXabUyNW6nqdDrWr1/PyZMn0el01KhRg3bt2qlyebJp06Zx/vx5mjRpgk6nY9++fVSuXJlChQqxY8cOFi5cqHREIYT4bKSwFUJ8Fg0aNKB///6JNjpIawv2Ozk5sXnzZqVjJODr68uJEycwNTWlZs2a1KtXjwsXLlC4cGHVjmMWQohPQX3dD0KIdMnOzo6WLVsqHeOjqbEvwMHBAQcHhwTHvv76a2XCCCGEgqSwFUJ8Fp07d2bYsGHUqFEjwSX9tFbsyrhVIYRQLylshRCfxerVq4G4jQ/eldYKWyGEEOolha0Q4rMICgpi9+7dSscQQgiRjskGDUKIz6JKlSr4+vqi1WqVjvJR1DjGVgghRBxZFUEI8VnUrl2b58+fJzim0Wi4fv26Qon+f3bt2kXTpk2VjiGEEMIIKWyFEOI9Pj4+eHp6EhYWBsT10qbFIlwIIb40UtgKIT6LyMhI5syZw99//01sbCw1atRg4MCBZMyYUeloidSvX5958+ZRokQJpaMIIYT4D2SMrRDis5g4cSKRkZH89ttveHp6EhMTw7hx45SOZZSdnZ0UtUIIkQZJj60Q4rNo3rw527ZtS3CsadOm7Nq1S6FESfPw8ODZs2fUqlULCwsLw3FZmkwIIdRNlvsSQnwWer2esLAwsmTJAkBYWBimpqYKpzLu9evXZMqUiQsXLiQ4LoWtEEKom/TYCiE+Cx8fHxYsWICDgwN6vR5fX1/69OlD69atlY4mhBAinZDCVgjxSW3ZssXw9evXr9FoNOh0OgAyZ86syl7Qhg0bEhsba7it0WiwtLSkSJEijBw5Ent7ewXTCSGESIoMRRBCfFKnT58G4MGDBzx48IB69ephYmLC8ePHKVasmCoL27p165IvXz5Db/K2bdu4fPkyjo6OjB07lqVLlyobUAghhFHSYyuE+Cw6d+7MzJkzsbW1BSA0NJR+/fqxcuVKhZMl5uTkxObNmxMc+/HHH/Hx8TF6nxBCCHWQ5b6EEJ9FYGAgNjY2httWVlYEBQUpFygZJiYmHDt2zHD72LFjmJub8/z58zS/JbAQQqRn0mMrhPgsJk+ejL+/Pw0bNkSn07Fnzx6qVq3KoEGDlI6WyM2bNxk1ahSPHz8GoGDBgkyePJk9e/aQN29enJycFE4ohBDCGClshRCfzd69e/Hz80Oj0fDNN99Qv359pSMlKzQ0FFNTU6ytrZWOIoQQIgWksBVCiLdcXV1xd3enc+fOaDSaRPcvX75cgVRCCCFSSlZFEEKIt9q2bQuAs7OzwkmEEEL8f8jkMSGEeOurr74CoFq1apiamnL79m2+/vprNBoN1apVUzidEEKID5HCVggh3rNs2TJmzJjB0qVLCQ8Px83NjUWLFikdSwghxAdIYSuEEO/ZvHkzixYtwsrKimzZsrFx40Y2bdqkdCwhhBAfIIWtEEK8x8TEBHNzc8NtCwsLTE1NFUwkhBAiJWTymBBCvKdatWp4enoSGRnJgQMHWLduHTVq1FA6lhBCiA+Q5b6EEOI9Op2O9evXc/LkSXQ6HTVq1KBdu3aYmUlfgBBCqJkUtkII8Z4ePXqwePFipWMIIYT4j2SMrRBCvOfNmzc8ffpU6RhCCCH+I7muJoQQ7wkODsbR0ZHs2bNjYWGBXq9Ho9Fw8OBBpaMJIYRIhgxFEEKI9zx+/NjocXt7+8+cRAghxH8hQxGEEOI99vb2/PPPP6xfvx5bW1vOnDkjRa0QQqQBUtgKIcR7vL29OXLkCPv27SM2NpZNmzYxZcoUpWMJIYT4AClshRDiPcePH8fLywsLCwusra1ZsmQJR48eVTqWEEKID5DCVggh3mNiEvfWqNFoAIiOjjYcE0IIoV6yKoIQQryncePGDBo0iNDQUJYuXcq2bdv44YcflI4lhBDiA2RVBCGEMOLYsWMJdh5zcHBQOpIQQogPkMJWCCHe8+uvv9K8eXMcHR0xNzdXOo4QQogUksJWCCHec/jwYXbs2MGZM2eoXbs2zZs3p3r16krHEkII8QFS2AohRBLevHnD4cOH+fPPPwkODsbX11fpSEIIIZIhk8eEEMKIf//9l507d7Jnzx7y5MlDly5dlI4khBDiA6THVggh3tOsWTNMTU1p3rw5P/zwA7ly5VI6khBCiBSQwlYIId5z48YNSpYsyevXr9HpdGTJkkXpSEIIIVJAhiIIIcR7rKysaN26NQ8fPkSn02Fvb8/06dMpXLiw0tGEEEIkQ3pshRDiPd27d6dt27Y0btwYgF27drFmzRpWrFihcDIhhBDJkT0ihRDiPcHBwYaiFqBp06aEhIQoF0gIIUSKSGErhBDvMTc35+rVq4bbly9fxsrKSsFEQgghUkKGIgghxHsuXrzI4MGDsbGxASAkJITp06dToUIFZYMJIYRIlvTYCiHEezQaDR06dMDT0xNra2tev35NQECA0rGEEEJ8gBS2QgjxnkmTJlGhQgX8/f2xtrZm69at/Pnnn0rHEkII8QFS2AohxHt0Oh1Vq1bl8OHDNGzYkDx58hAbG6t0LCGEEB8gha0QQrzHysqKxYsXc/r0aRwcHFi2bBmZMmVSOpYQQogPkMJWCCHe4+3tTUREBLNmzSJr1qwEBgYybdo0pWMJIYT4AFkVQQghhBBCpAvSYyuEEEIIIdIFKWyFEEIIIUS6IIWtEEIIIYRIF6SwFUIIIYQQ6YIUtkIIIYQQIl34P8CuWihzf33xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['banking_crisis'] = data['banking_crisis'].map({\"no_crisis\":0,\"crisis\":1})\n",
    "selected_features = ['systemic_crisis', 'exch_usd', 'domestic_debt_in_default','sovereign_external_debt_default', 'gdp_weighted_default',\n",
    "       'inflation_annual_cpi', 'independence', 'currency_crises','inflation_crises','banking_crisis']\n",
    "\n",
    "corr = data[selected_features].corr()\n",
    "\n",
    "fig = plt.figure(figsize = (12,8))\n",
    "\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# 绘制热力图\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap,vmin=-0.5,vmax=0.7, center=0,annot = True,\n",
    "            square=True, linewidths=.5,cbar_kws={\"shrink\": .5});\n",
    "\n",
    "plt.title(\"特征间的相关性\",fontproperties = font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除了看到系统性危机和银行危机的相关性极高之外，我们还了解到主权外债违约与货币兑美元的汇率相关性较大，接下来我们尝试构建一个分类模型，预测是否会发生银行危机。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.构建银行危机预测模型\n",
    "\n",
    "+ 特征编码\n",
    "+ 数据集划分与分层采样\n",
    "+ SMOTE合成采样\n",
    "+ 建立随机森林预测模型\n",
    "+ 模型效果的评估"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id=3.1></a> 3.1 特征编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>systemic_crisis</th>\n",
       "      <th>exch_usd</th>\n",
       "      <th>domestic_debt_in_default</th>\n",
       "      <th>sovereign_external_debt_default</th>\n",
       "      <th>gdp_weighted_default</th>\n",
       "      <th>inflation_annual_cpi</th>\n",
       "      <th>independence</th>\n",
       "      <th>currency_crises</th>\n",
       "      <th>inflation_crises</th>\n",
       "      <th>...</th>\n",
       "      <th>country_Egypt</th>\n",
       "      <th>country_Ivory Coast</th>\n",
       "      <th>country_Kenya</th>\n",
       "      <th>country_Mauritius</th>\n",
       "      <th>country_Morocco</th>\n",
       "      <th>country_Nigeria</th>\n",
       "      <th>country_South Africa</th>\n",
       "      <th>country_Tunisia</th>\n",
       "      <th>country_Zambia</th>\n",
       "      <th>country_Zimbabwe</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1870</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.441456</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1871</td>\n",
       "      <td>0</td>\n",
       "      <td>0.052798</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.149140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <th>2</th>\n",
       "      <td>1872</td>\n",
       "      <td>0</td>\n",
       "      <td>0.052274</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-3.718593</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1873</td>\n",
       "      <td>0</td>\n",
       "      <td>0.051680</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.203897</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1874</td>\n",
       "      <td>0</td>\n",
       "      <td>0.051308</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-3.848561</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   year  systemic_crisis  exch_usd  domestic_debt_in_default  \\\n",
       "0  1870                1  0.052264                         0   \n",
       "1  1871                0  0.052798                         0   \n",
       "2  1872                0  0.052274                         0   \n",
       "3  1873                0  0.051680                         0   \n",
       "4  1874                0  0.051308                         0   \n",
       "\n",
       "   sovereign_external_debt_default  gdp_weighted_default  \\\n",
       "0                                0                   0.0   \n",
       "1                                0                   0.0   \n",
       "2                                0                   0.0   \n",
       "3                                0                   0.0   \n",
       "4                                0                   0.0   \n",
       "\n",
       "   inflation_annual_cpi  independence  currency_crises  inflation_crises  ...  \\\n",
       "0              3.441456             0                0                 0  ...   \n",
       "1             14.149140             0                0                 0  ...   \n",
       "2             -3.718593             0                0                 0  ...   \n",
       "3             11.203897             0                0                 0  ...   \n",
       "4             -3.848561             0                0                 0  ...   \n",
       "\n",
       "   country_Egypt  country_Ivory Coast  country_Kenya  country_Mauritius  \\\n",
       "0              0                    0              0                  0   \n",
       "1              0                    0              0                  0   \n",
       "2              0                    0              0                  0   \n",
       "3              0                    0              0                  0   \n",
       "4              0                    0              0                  0   \n",
       "\n",
       "   country_Morocco  country_Nigeria  country_South Africa  country_Tunisia  \\\n",
       "0                0                0                     0                0   \n",
       "1                0                0                     0                0   \n",
       "2                0                0                     0                0   \n",
       "3                0                0                     0                0   \n",
       "4                0                0                     0                0   \n",
       "\n",
       "   country_Zambia  country_Zimbabwe  \n",
       "0               0                 0  \n",
       "1               0                 0  \n",
       "2               0                 0  \n",
       "3               0                 0  \n",
       "4               0                 0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.drop(['case','cc3'],axis = 1,inplace = True)\n",
    "data = pd.get_dummies(data = data,columns = ['country'])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (6,3))\n",
    "\n",
    "data['banking_crisis'].value_counts().plot(kind='bar',rot = 360,color = 'lightseagreen')\n",
    "\n",
    "plt.xticks([0,1],[\"no_crisis\",\"crisis\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，数据集中发生银行危机的情况远少于未发生银行危机的情况，比例约为10:1，对于此类不平衡数据，我们通常需要进行数据采样，同时为了更客观地构建预测模型和评估模型效果，应该尽量使得训练集和测试集中样本的比例相一致。需要使用分层采样的方法来划分训练集和测试集。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id=3.2></a> 3.2 数据集划分与分层采样\n",
    "\n",
    "下面我们开始对数据进行训练集与测试集的划分。在Sklearn中的`model_selection`模块，存在`train_test_split()`函数，用作训练集和测试集划分，函数语法为：`train_test_split(x,y,test_size = None,random_state = None,stratify = y)`，其中：\n",
    "\n",
    "+ `x,y`: 分别为预测所需的所有特征，以及需要预测的特征。\n",
    "+ `test_size`: 测试集比例，例如`test_size=0.2`则表示划分`20%`的数据作为测试集。\n",
    "+ `random_state`: 随机种子，因为划分过程是随机的，为了进行可重复的训练，需要固定一个`random_state`，结果重现。\n",
    "+ `stratif`y: 使用分层采样，保证从患病样本和未患病样本中抽取了同样比例的训练集和测试集。\n",
    "函数最终将返回四个变量，分别为`x`的训练集和测试集，以及`y`的训练集和测试集。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import model_selection\n",
    "\n",
    "x = data.drop('banking_crisis',axis = 1)\n",
    "y = data['banking_crisis']\n",
    "x_train,x_test,y_train,y_test = model_selection.train_test_split(x, y,test_size=0.2,random_state = 33,stratify=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id=3.3></a>  3.3 SMOTE合成采样\n",
    "\n",
    "SMOTE算法的基本思想是对少数类样本进行分析并根据少数类样本人工合成新样本添加到数据集中。对于少数类样本a, 随机选择一个最近邻的样本b, 然后从a与b的连线上随机选取一个点c作为新的少数类样本。\n",
    "\n",
    "在对数据集进行划分，接着对训练集进行过采样，将少数类进行扩充。在Python中使用imblearn.over_sampling的SMOTE类构建SMOTE过采样模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1540, 23) (1540,)\n"
     ]
    }
   ],
   "source": [
    "from imblearn.over_sampling import SMOTE\n",
    "x_train_resampled, y_train_resampled = SMOTE(random_state=4).fit_resample(x_train, y_train)\n",
    "\n",
    "print(x_train_resampled.shape, y_train_resampled.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id=3.4></a> 3.4 建立随机森林预测模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "随机森林是一种集成学习方法，通过使用随机的方式从数据中抽取样本和特征，训练多个不同的决策树，形成“森林”。每个树都给出自己的分类意见，称“投票”。在分类问题下，森林选择选票最多的分类；在回归问题下则使用平均值。\n",
    "在Python中使用`sklearn.ensemble`的`RandomForestClassifier`构建分类模型，其主要参数包括：\n",
    "\n",
    "+ `n_estimators` : 训练分类器的数量(默认为100)；\n",
    "+ `max_depth` : 每棵树的最大深度(默认为3)；\n",
    "+ `max_features`: 划分的最大特征数(默认为 'auto')\n",
    "+ `random_state` : 随机种子。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "rf = RandomForestClassifier(n_estimators = 100, max_depth = 20,max_features = 10, random_state = 20)\n",
    "rf.fit(x_train_resampled, y_train_resampled)\n",
    "y_pred = rf.predict(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a id=3.5></a>  3.5 模型评估\n",
    "\n",
    "在评价模型好坏时，我们分别使用函数`classification_report()`、`confusion_matrix()`和`accuracy_score()`,用于输出模型的预测报告、混淆矩阵和分类正确率。\n",
    "\n",
    "混淆矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      0.99      0.99       192\n",
      "           1       0.90      0.95      0.92        19\n",
      "\n",
      "    accuracy                           0.99       211\n",
      "   macro avg       0.95      0.97      0.96       211\n",
      "weighted avg       0.99      0.99      0.99       211\n",
      "\n",
      "[[190   2]\n",
      " [  1  18]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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8/LR48WJVrFhRHh4eevrpp7Vjx45c+2GOFgBgOs5YddyvXz917tw5W/tfC5lys23bNi1ZssTxOi4uTjt37lTXrl0dMXp45J5GSbQAAJfk7++f56T6T0lJSUpNTVWFChUcbcWKFdPs2bPVpEkTlS9fXitWrFC7du1y7YtECwAwocLdGSo2NlZlypTJ0layZElNnz5dw4YNU3p6uho0aKD+/fvn2pfFftvdFfxbYQcA5JtvxWmFHQLgFFdOrjCk30vp2/LdRwnPtk6IJP+oaAEAplPQG1YYiVXHAAAYiIoWAGBCrlPRkmgBAKZjt/OYPAAADERFCwCAYVgMBQAA8oSKFgBgQq5T0ZJoAQCmw2IoAAAM5EpztCRaAIAJuU6iZTEUAAAGoqIFAJjO7fa4mxsh0QIATMd1lkKRaAEAJuRCBS1ztAAAGImKFgBgOszRAgBgIBfKsyRaAID52O2Wwg7BaUi0AADTcaWKlsVQAAAYiIoWAGA6mS5U0pJoAQCm40J5lkQLADAfbu8BAMBALpRnWQwFAICRqGgBAKbD0DEAAAbi6T0AABjIlSpa5mgBADAQFS0AwHRcqKAl0QIAzIeHCgAAYCAqWgAADORKex2zGAoAAAORaAEApmN3wnEzUlJSFBISotjYWEnSxIkT1b59e4WFhSksLExbtmyRJO3cuVOhoaFq37695s6dm6e+GToGAJhOQY4c79u3T+Hh4YqJiXG0HTx4UMuXL1dgYKCjLTU1VZMmTdKyZctUtmxZDRkyRDt27FBwcPAN+6eiBQCYjt2e/yM5OVmxsbHZjuTk5CzXWr16taZMmeJIqleuXFFcXJxefPFFhYaGav78+crMzNT+/ftVsWJFVahQQR4eHgoNDdVnn32W63ehogUAmI4zKtro6GhFRkZmax8+fLhGjBjheD1z5sws758/f15NmzbV9OnT5evrqyFDhmjNmjXy9fVVQECA47zAwEDFx8fnGgeJFgDgkvr166fOnTtna/f397/h5ypUqKAFCxY4Xvfp00fr169Xx44ds51rseR+vy+JFgBgOs64vcff3z/XpJqTI0eOKCYmRh06dJAk2e12eXh4KCgoSImJiY7zEhISsszhXg9ztAAA0ynoVcdZrm23a9asWbp48aLS09O1atUqtWvXTnXr1tXvv/+ukydPymazadOmTWrZsmWu/VHRAgBMpzCf3lOzZk0NHjxYPXv2VEZGhtq3b6+QkBBJUkREhEaMGKG0tDQFBwfnOJz8Txa7/XZ7GNFvhR0AkG++FacVdgiAU1w5ucKQfn8+vynffdQrFeKESPKPoeMi6KWXFmjy5PlZ2tav366QkGdVr15Xdes2Rt9++1OW98+fv6CRIyPUqFEPNWv2pGbPjlJGhq0gwwbyJLC0vxa9MUQn9kQqbv8iffS/8apVo3xhh4WbVJhDx85Goi1C7Ha7/vOf5Vq1Kut9X5s27dCECfMUGtpK69b9R506tdGwYS/r++8POM4ZMeIVJSZe0PLlrygiYpTWrt2qN9805m+ywK2yWCxauWi0qlcpq+4D56hNl2lKvnRFH783SSXvLF7Y4eEm2O2WfB9mwRxtEXHq1FlNmjRfR4+e1N13B2R5b/HiDxUSEqwhQ7pJkipXLqdDh04oMvJ9NWlSWz/9dFh79/6qrVsXq0KFMqpZs7LGjeuvGTP+q2ef7SkvL8/C+EpANnVq3aOmDWuoftuxOnIsTpI0YPRbOr3vv+rYpp7eW/tNIUeIvMos7ACciIq2iPjxx0MqW7a0Nm6MVPnyQVneO3kyTo0a1crSdt99VfTTT4eUkWHTDz/8onLlAlWhQhnH+w8+WFuXL1/VoUMnCiR+IC9OnT6vJ/rP1m/HzzjaMv/vPpE77/ArrLBwC5yxM5RZFEhFe/z4cW3evFlnz56Vm5ubAgMD1aJFC9WuXbsgLg9JYWGtFRbWOsf3AgNL6syZxCxtp08nKD09Q8nJKYqPT1RgYKlsn5GkM2cSVbfuvcYEDdykpAsp+mz7z1nanunfQT7FvLTt6wM5fwgwmOEV7YoVK/T8889LkmrXrq37779fkvTiiy9q6dKlRl8eefCvf7XWihUf67vv9slms2nXrv368MNrT6pIT8/Q1atp8vbOOjzs6ekhi8WitDRrYYQM5MnjjzTQ9HH/1vx3PnUMJeP24EqLoQyvaP/3v/9p/fr18vHxydLev39/de7cWU8//bTRISAXgwd3VVLSRQ0aNFU2W6aqVbtHAwZ01htv/E8lSvipWDFvWa3pWT6Tnp4hu90uX99ihRQ1cGNPdm2pBRED9MHGXZo86/3CDgc3yUxDv/lleEXr4eGhjIyMbO2pqany9GQRjRl4eXnqpZeG6scfV+urr6K0ceObKlbMW6VL3ylf32IqU6a0zp37M8tnEhKSJElBQaVy6hIoVOOGh2nRG0P0zoptGjj6Ld122wVAmU44zMLwinbo0KHq1KmTmjVr5njqwblz57Rr1y6NHj3a6MsjD+bOXSY/Px8NHtxVAQF3SZK2bv1eDz9cX5LUsGEtvf56lM6cOaeyZa/9O/z++/3y8/NRzZqVCy1uICejh4Ro6tjumv7GB4qYv76ww8EtcsZex2ZheKINDQ3Vgw8+qO+++04JCQmy2+1q1KiRRowYoaCgoNw7gOHKlw9URMRS3XtvJVWpUl7R0R/pwIGjmjp1mCSpfv2aqlfvXo0e/ZpefHGIEhMvaPbsKPXv34lbe2AqD9SsoGnjuit61Zd69/0vFBRwh+O9SympunI1rRCjQ1FVIKuOg4KC1KlTp4K4FG5Bt24ddO7cBb300gIlJ6fogQeqKzr6ZVWpcm03HYvFosjIyZo6daF6954gPz8fdevWXs8+26OQIwey6hbaTB4e7ur371bq9+9WWd6b9voHevXN9YUSF26eK1W07HUMFAL2OoarMGqv4x1nPsl3H8FlH3NCJPnHzlAAANOx3WYl4I2wMxQAAAaiogUAmI4rzdGSaAEApmOm+2Dzi0QLADCdTBM95i6/SLQAANNhMRQAAMgTKloAgOmwGAoAAAORaAEAMJArJVrmaAEAMBAVLQDAdGzc3gMAgHFcaeiYRAsAMB0SLQAABnKlLRhZDAUAgIGoaAEApsNiKAAADMQcLQAABiLRAgBgIFdKtCyGAgDAQFS0AADT4Xm0AAAYKNNuyfdxM1JSUhQSEqLY2FhJ0qpVqxQSEqLQ0FBNnDhRVqtVkhQZGanWrVsrLCxMYWFhWrFiRa59U9ECAEynIOdo9+3bp/DwcMXExEiSfv/9dy1ZskRr166Vn5+fJkyYoPfee09PPfWUDh48qDlz5qh+/fp57p9ECwBwScnJyUpOTs7W7u/vL39/f8fr1atXa8qUKRo3bpwkycvLS1OnTlXx4sUlSTVq1FBcXJwk6eDBg1q8eLFOnTqlxo0ba/z48fL29r5hHAwdAwBMx+aEIzo6Wm3bts12REdHZ7nWzJkz1ahRI8frcuXK6aGHHpIkJSUlacWKFWrbtq0uX76s++67T+PHj9e6deuUnJyshQsX5vpdqGgBAKbjjKHj/v36qXPnztna/17N3kh8fLwGDhyoLl26qEmTJpKkxYsXO95/+umnNWnSJI0ePfqG/ZBoAQCmc7OLmXLyzyHim3H8+HENGjRITz75pJ5++mlJUlxcnHbu3KmuXbtKkux2uzw8ck+jDB0DAEwn057/41alpKRowIABGjlypCPJSlKxYsU0e/ZsnTp1Sna7XStWrFC7du1y7Y+KFgCAv1mzZo0SExO1dOlSLV26VJLUpk0bjRw5UtOnT9ewYcOUnp6uBg0aqH///rn2Z7Hb7bfZbcG/FXYAQL75VpxW2CEATnHlZO73kd6K1/ZvyXcf4+rkXm0WBCpaAIDpuNJexyRaAIDpkGgBADCQM1YdmwWrjgEAMBAVLQDAdGyFHYATkWgBAKbDHC0AAAZypUTLHC0AAAaiogUAmI4rrTom0QIATCezsANwIhItAMB0XGmOlkQLADAduwsNHbMYCgAAA1HRAgBMh6FjAAAMxGIoAAAMREULAICBXOk+WhZDAQBgICpaAIDpMEcLAICBmKMFAMBArpRomaMFAMBAVLQAANNxpVXHJFoAgOmwGAoAAAO50hwtiRYAYDquNHTMYigAAAzklESbmZmpXbt2OaMrAACUac//YRa5JtpBgwYpPT39hufY7Xa98MILTgsKAFC0ZTrhMItc52hPnDghT09PjRkzRgkJCbJYso+b2+12eXgw3QsAcA4zVaT5leeh499++02DBw9WTEyMBg0apNjYWMefgwcPNjJGAEARk2m35Pswi+uWoX/++adOnjwpm80mq9UqSWrRooV8fHzUokUL+fn5ZfnTbnehv34AAOAk1020x44d04ABA5Senq46derIzY0FygCAgmGmOdb8um72bNy4sfbv36+7775be/bsUcWKFQsyLgBAEVakVh1LUokSJeTh4aExY8bo3LlzGjNmjM6ePZvlz5wWSQEAcCvsdku+j5uRkpKikJAQxcbGSpJ27typ0NBQtW/fXnPnznWcd+jQIXXp0kUdOnTQ5MmTlZGRkWvfuS4VTk9Pl81m07Bhw3T16lU1b95ckrL8abfbtWfPnpv6UgAAmMG+ffsUHh6umJgYSVJqaqomTZqkZcuWqWzZshoyZIh27Nih4OBgjR07Vi+//LLq1aunSZMmafXq1erVq9cN+79uok1JSdHrr7+uOXPmyN3dXY899th1O0lPT9f7779/a98QAIB/KMih39WrV2vKlCkaN26cJGn//v2qWLGiKlSoIEkKDQ3VZ599pmrVqik1NVX16tWTJD3xxBOaP3/+rSfas2fP6siRI1q7dq1atWqlkiVLXrcTm82mypUr3+x3AwAgR85YDJWcnKzk5ORs7f7+/vL393e8njlzZpb3ExISFBAQ4HgdGBio+Pj4bO0BAQGKj4/PNY7rJtpq1arp/fffV0xMjBYuXKgPPvhAJUuWVN++feXl5ZXl3MzMTKWmpuZ6MQAA8sIZFW10dLQiIyOztQ8fPlwjRoy47udyul3VYrFctz03uc7RVqpUSa+99pqeeuopTZo0SRs2bNCqVavk6+uba+cAANwKZ2w40a9fP3Xu3Dlb+9+r2ZwEBQUpMTHR8TohIUGBgYHZ2s+dO6fAwMBc48jzvom1atXSBx98oEOHDpFkAQCm988h4ryqW7eufv/9d508eVLly5fXpk2b1KVLF5UrV07e3t7au3evGjZsqPXr16tly5a59ndTGxR7enqqTp06kqT4+HgFBQXd9BcAACA3hblhhbe3tyIiIjRixAilpaUpODhYHTt2lCS9/vrrCg8P1+XLl1WrVi317ds31/4s9lz2TpwyZYrS0tIUGhqqhx9+WJJktVrVoEEDHTx4UJIUFxenb7/9Vt26dcvv98uD3wrgGoCxfCtOK+wQAKe4cnKFIf122PxNvvvY3KG5EyLJv1w3rNi8ebPKli2rEiVKONq8vLzk7e3teP3qq69q/fr1hgQIACh6isRDBf5u5MiR2dr+Wnn8ww8/6Msvv9RHH33k3MgAAEWWmbZQzK9cE21uS5cjIiI0dOhQVapUyVkx3ZDPPVMK5DqAkQLuur+wQwBQQPJU0Z46dUrr169XYGCg/Pz8VKxYMWVmZurPP//UPffco4EDBxodJwCgCCkSFe23336rV199VRcuXNCZM2f0888/y93dXampqbpw4YIuXryo3r17a86cOfL09CzImAEALs6VHnF+3URrt9vVvHlzxcXF6cEHH1StWrV0+PBhNWrUSJLUtGlTPfbYY+rTp49WrlypqlWrFljQAADXViQSbfPmzdW8eXOtW7dOkjRx4kSlpaWpWLFi8vPzk8Vi0fDhw2Wz2TR27FitXbu2wIIGAOB2kevtPXa7XV988YWOHDmiiIgITZgwQZ988onj/WeeeUbJycnavHmzoYECAIoOuz3/h1nkmmgtFotat26tJUuWaMuWLfL09NTQoUMdmyt7enqqU6dOPCYPAOA0drs934dZ5Lrq2G63KzIyUjVr1tS//vUv1atXT+7u7kpLS3Oc07p1ay1atEipqakqVqyYoQEDAFyfifJkvuWaaFu1aqXff/9dJUqUkI+Pj+69916lp6dnef7sfffdp6ioKJIsAMAp7IW52bGT5ZpoIyIisrV5enpq7dq1stvt+vXXX3X//ferQYMGhgQIAMDt7IZztBkZGdqwYcN13/9rxbF0bSvGixcvOjc6AECRVKQWQy1atOi673l4eMjD41pRPG3aNK1atcp5kQEAiqxMe/4Ps7jh0LGHh4dj16eHH344xx2g7rrrLu3atUsJCQnq1auXMVECAIoUM1Wk+ZVrRfsXPz8/tW/fXk8++aS8vLzUrFkzDR48WHa7XR999JH69Omj4sWLGxkrAAC3nTw9VEC69sT5smXL6u6775a3t7cCAgIcK48bNmzoeCg8AAD55UoV7XUTbVJSkt555x1dunRJu3btum4HFotFXbt2NSQ4AEDRVCQSbXp6upKSknT+/HnNnDmzIGMCABRxdjOtZsqn687RBgUFKSIiQpUqVdLGjRuv24HdbldUVJR+/vlnI+IDABRBRer2nr+kpqYqLi5OJ0+eVGpqqhISEnTixAlZLBbZbDZFRkYaGScAALelPC+GunTpkrZu3SqLxSJJ2r17t3bv3q077rhDffv21YoVK3TixAlVqVLFsGABAEWDmSrS/Lphos3MzJTVapWk6y6ICgsLk6enp7p27ao1a9Zo3Lhxzo8SAFCkuNAU7Y0TbUZGhlq1anXd961Wq9LT0yVJoaGhSklJcWpwAICiqchUtF5eXo69jHPi7u6u6dOnS5IqVKjg3MgAAEWWKyXaPC+Gyom7u7saNWrkrFgAAHA5eV4MBQBAQXGlipZECwAwnSL14HcAAAqa3YVK2nzN0QIAgBujogUAmI4LFbQkWgCA+ZBoAQAwUJHZGQoAgMJARQsAgIv44IMPtHz5csfr2NhYhYWF6erVq9q7d698fHwkScOHD1e7du1uun8SLQDAdAryPtpu3bqpW7dukqSjR4/q2Wef1fDhw9WvXz8tX75cgYGB+eqf23sAAKZTWA9+nzp1qkaPHq1ixYopLi5OL774okJDQzV//nxlZt5a9qeiBQCYjjPmaJOTk5WcnJyt3d/fX/7+/tnad+7cqdTUVD366KM6deqUmjZtqunTp8vX11dDhgzRmjVr1L1795uOg0QLADAdZ+wMFR0drcjIyGztw4cP14gRI7K1r1y5Uv3795d07Yl0CxYscLzXp08frV+/nkQLAMBf+vXrp86dO2drz6matVqt2rNnjyIiIiRJR44cUUxMjDp06CDpWuL38Li1lEmiBQCYjjOGjq83RJyTI0eOqFKlSvL19f2/69s1a9YsNW3aVL6+vlq1alWOSTsvSLQAANMp6PtoT506pTJlyjhe16xZU4MHD1bPnj2VkZGh9u3bKyQk5Jb6tthvs0ck+NzTs7BDAPIt4K77CzsEwCn+2BduSL/3zN+R7z7+eC7YCZHkH7f3AABgIIaOAQDmc1uNtd4YiRYAYD4u9FQBEi0AwHxur+VDN0SiBQCYjsWFKloWQwEAYCAqWgCA+bhOQUuiBQCYkAsNHZNoAQDmQ6IFAMBALrTqmMVQAAAYiIoWAGA+mYUdgPOQaAEApmNxoaFjEi0AwHxcaDEUc7QAABiIihYAYD4uVNGSaAEA5sMcLQAABmLVMQAABnKhipbFUAAAGIiKFgBgPiyGAgDAOK704HcSLQDAfFwnz5JoAQAm5EIVLYuhAAAwEBUtAMB8XOj2HhItAMB8XGjomEQLADAfF9oZijlaAAAMREULADAdHvwOAICRmKMFAMBAVLQAABiIxVAAACAvqGiRo/mzBsjD3U3PjF9c2KEAeTYr/FG5u7tp/LSPHW2Pt7tPI4e00D3l79TpuIt6O3qXPvhoXyFGiTwp4Dnavn376vz58/LwuJYWp0+frj/++ENvvfWW0tPT9dRTT6l379631DeJFtm8+HxXDXryEb37/vbCDgXIs+efCdaT3Rrq/bU/OdoerF9B81/ppJciNuvr706oRbMqevWlx3U+6bK2f32sEKNFrgpwjtZut+vEiRP68ssvHYk2Pj5eo0eP1tq1a+Xl5aUePXqoSZMmqlat2k33T6KFQ6V7AvX2a4NV694K+iP2XGGHA+TJPeXu1GvTQnRv1QDFxl3M8l671jV0+GiCVqz5UZK0Ys2P+nfnugp+qAqJ1uwKsKI9ceKELBaLBg0apPPnz6t79+7y8/NT06ZNdeedd0qSOnTooM8++0zDhw+/6f6Zo4VD04Y1FHvmvBq3H6eYUyRa3B4a1iuvM2eT1b7rIp06fSHLe0l/XlH1qgFq1riiJOnBBvfo3qqB2v/LmUKIFDfDYs//kZycrNjY2GxHcnJylmslJyerWbNmWrBggaKiorRy5UrFxcUpICDAcU5gYKDi4+Nv6btQ0cJh5bpvtHLdN4UdBnBT1n18UOs+Ppjje9Erf1DDuuW16p0+ysjIlIeHm96O+k4fbjpQwFGiMERHRysyMjJb+/DhwzVixAjH6/r166t+/fqSJF9fX3Xt2lWvvPKKhg4dmuVzFovlluIg0QJwWaVL+imgdHHNnLNVX+/6XQ82qKCJI9vq2O+JWr2eBVGm5oSh4379+qlz587Z2v39/bO8/uGHH5Senq5mzZpJujZnW65cOSUmJjrOSUhIUGBg4C3FUSCJNi4u7obv33333QURBoAi5tUpj+uXw2f13+hdkqRfj8Sr5F1+mjSqLYnW7JyQaP39/bMl1ZxcunRJ8+fP18qVK5Wenq5169Zp9uzZGjt2rJKSkuTj46PPP/9cM2bMuKU4CiTRDhkyRDExMQoMDJT9HyvJLBaLtm3bVhBhAChi6tcpp48+/SVL288HTmvUkBa6o0QxXbyUWkiRIVcFeHdP69attW/fPnXq1EmZmZnq1auXGjZsqNGjR6tv375KT09X165dVadOnVvqv0AS7fvvv69evXppypQpatiwYUFcEgB0Jv6S7quRdbjv3moBSvrzCkkWWYwaNUqjRo3K0hYaGqrQ0NB8910gq46LFy+ul19+WevXry+IywGAJGnpit3q1bWBnuzWQBXK3amwR+/XswMe1oKl3xZ2aMiN3Z7/wyQKbDFUnTp1brnsBoBbsWz1XqWn2zTgyQcVPuYRxcZd1GtvfqH/rdpb2KEhNy709B6L/Z+Tpibnc0/Pwg4ByLeAu+4v7BAAp/hjX7gh/Vbt9X6++zj+njnyBbf3AADM5/aqAW+InaEAADAQFS0AwHQsLjRHS6IFAJiP6+RZEi0AwIRcaI6WRAsAMJ/Mwg7AeVgMBQCAgahoAQDmw9AxAAAGItECAGAg18mzzNECAGAkKloAgPmwYQUAAAZijhYAAAO5Tp4l0QIATMiFho5ZDAUAgIGoaAEApmNhjhYAAAO5Tp4l0QIATIg5WgAAkBdUtAAA83GdgpZECwAwIRZDAQBgIBeaoyXRAgDMx3XyLIuhAAAwEhUtAMB8mKMFAMBAzNECAGAg18mzJFoAgPm40l7HLIYCAMBAVLQAAPPJLOwAnIdECwAwnwIeOo6MjNSnn34qSQoODta4ceM0ceJE7d27Vz4+PpKk4cOHq127djfdN4kWAGA+BZhod+7cqW+++Ubr1q2TxWLRwIEDtWXLFh08eFDLly9XYGBgvvpnjhYAUKQFBARowoQJ8vLykqenp6pWraq4uDjFxcXpxRdfVGhoqObPn6/MzFsbz6aiBQCYjxPmaJOTk5WcnJyt3d/fX/7+/o7X1atXd/xzTEyMPvnkE7333nvavXu3pk+fLl9fXw0ZMkRr1qxR9+7dbzoOEi0AwHycMHQcHR2tyMjIbO3Dhw/XiBEjsrUfPXpUQ4YM0fjx41WlShUtWLDA8V6fPn20fv16Ei0AwDXY7fkvafv166fOnTtna/97NfuXvXv36rnnntOkSZP0+OOP68iRI4qJiVGHDh3+Lx67PDxuLWWSaAEApmN3wtjxP4eIr+fMmTN69tlnNXfuXDVr1uza9e12zZo1S02bNpWvr69WrVqVY9LOCxItAKBIW7JkidLS0hQREeFo69GjhwYPHqyePXsqIyND7du3V0hIyC31b7Hbb699rnzu6VnYIQD5FnDX/YUdAuAUf+wLN6Tfqg3n5buP43tH5bsPZ6CiBQCYjjPmaM2CRAsAMB8SLQAAxnHGYiizYGcoAAAMREULADAd5mgBADAQiRYAAAMxRwsAAPKEihYAYDoMHQMAYKDbbNPCGyLRAgBMh4oWAAADsRgKAADkCRUtAMB0GDoGAMBAJFoAAAxFogUAwDCuVNGyGAoAAANR0QIATMeVKloSLQDAdEi0AAAYyC7X2YKROVoAAAxERQsAMB2GjgEAMBCJFgAAA5FoAQAwEE/vAQAAeUJFCwAwHYaOAQAwEIkWAABDkWgBADCM3c7OUAAAIA+oaAEApsMcLQAABiLRAgBgIDasAAAAeWKxu9LSLgAATIaKFgAAA5FoAQAwEIkWAAADkWgBADAQiRYAAAORaAEAMBCJFgAAA5FoAQAwEIkWAAADkWiRxcaNG/XYY4+pXbt2WrFiRWGHA9yylJQUhYSEKDY2trBDQRFHooVDfHy85s6dq/fee08fffSRVq1apWPHjhV2WMBN27dvn3r27KmYmJjCDgUg0eL/27lzp5o2bao777xTvr6+6tChgz777LPCDgu4aatXr9aUKVMUGBhY2KEAPCYP/19CQoICAgIcrwMDA7V///5CjAi4NTNnzizsEAAHKlo45PQgJ4vFUgiRAIDrINHCISgoSImJiY7XCQkJDL0BQD6RaOHw0EMP6bvvvlNSUpKuXr2qzz//XC1btizssADgtsYcLRyCgoI0evRo9e3bV+np6eratavq1KlT2GEBwG3NYs9pYg4AADgFQ8cAABiIRAsAgIFItAAAGIhECwCAgUi0AAAYiEQL5ENqaqoyMjKytNlsNqWlpTml/6NHjyolJSVL2+7du5WUlOSU/gEYj9t7gDx6+eWXtWPHDvn6+iolJUVt2rRRUlKSDh8+rCtXrig5OVnly5dXZmam6tatq5dfflkvvfSSqlSpoqeeekqHDx/Oss1lUFCQSpYsKUn6+OOPtWfPHk2dOjXLNXv06KEaNWpo+vTpjrbatWsrOjpaDRo0KJDvDSB/2LACyKPw8HCFh4crKSlJjz76qEJDQx0berz33ns6dOiQZsyYkeUzvXr10rPPPqsKFSpo9OjRqlmzpiTp7NmzevbZZ9W4cWNduXJF3t7e8vT0zPLZmJgYHTx4UGPGjFGLFi0c71utVo0aNUoeHtf+861cubKWLFli9NcHcItItEAe2e12DRs2TNK1BPr3XbNOnz6tSpUqZftMzZo1tW7dOpUoUUKlSpXSu+++q1OnTmnLli3y9PTU3r17FRcXp/vvvz/bZxcuXKhWrVqpUaNG2r59uzw8PHTp0iU1btxYW7Zskbe3tzIzM7MNXQMwF+ZogTyyWCxq3ry5vv76a/Xo0UOS9PXXX+vhhx/W5s2btXr1aoWEhKhp06b64YcfJEkpKSny9/eXxWKRxWLR2bNnNXz4cEef7u7ucnPL/p/hr7/+qk2bNqlkyZKyWCz6/PPPFRoaqm7duslisahLly4KCQnRCy+8IC8vr4L5AQDcEipa4CY8+eSTSkxMdAzjenh4qHr16oqKinKcExISIjc3N8XGxqp79+4KCwvTM888I0ny9PTUXXfddcNrWK1WTZo0yTF/K0lXr15V9erVNXfuXEfbV199pUWLFjnx2wEwAokWyIMzZ86od+/e8vPz0+XLl7Vt2zZZrdYsi5ceeOABffnll5IkNzc3lS9fXp999pmWLFniqDozMjLk4+Nzw2sdPnxYGRkZ6tu3r2JjYx39ffnll2rXrp3jvKtXr6py5crO/aIAnI6hYyAPypYtq+3btysyMlJeXl6aNm2aqlat6hj2zcjIkM1my1at+vv7a/To0fL29pbdbldSUpL8/PwkSddb8F+nTh2tXLky25Bwq1attGXLFscxa9YsA74pAGejogVuQYMGDbRw4UJ99913kqSLFy8qICBA7u7ukqTMzEzHuStXrlSzZs2UkZGhxMRElS5dWpKUlpbmSMD/VLx48WxtX3/9tUJCQhyvr1y5onLlyjn1ewFwPhItkA9Wq1XSteHe6tWrS5K8vLxks9kc5yxfvlw1a9bUhAkT9OOPP6pGjRp66KGH5OXlpW+//TbPm1u0aNEi2xzt4sWLnfhtABiBRAvkQ7NmzdSwYUOFh4erRYsWioqKUlRUlPz9/SVJx44d05UrV1SvXj1VqVJFr7zyit555x09//zzWrhwoWP18tatW3O9FhUtcHtijhbIo4SEBB05csSxUYR0rXpdtWqVjhw5on/961/av3+/OnfurBMnTki6tpFF+/btlZaWpjFjxigkJEQ1a9bU448/riFDhjgqYqvVmu02n8zMTNlsNsc5LVq00KZNmxzHXwux/pofBmBObMEI5NH//vc/LViwQMOGDdNTTz2lffv26fXXX9eVK1e0cOFCBQUFSZJmz56t77//XitWrNCjjz6q6dOn68KFC1q+fLmWLVvmuDXohx9+UKNGjbR161aNHz9ekyZNUpcuXRzXW7hwoU6cOKGYmBidPXs2x/ttpWt7K7/++utq1qyZ8T8CgJtGogVu0eXLl7V582aFhoZm2z7x3LlzCggIUGpqqtzc3OTl5SWr1Zrj5hKpqak6d+6cKlSoUFChAyhAJFoAAAzEHC0AAAYi0QIAYCASLQAABiLRAgBgIBItAAAG+n8nMeb2UvnLyAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report,confusion_matrix\n",
    "\n",
    "print(classification_report(y_test, y_pred))\n",
    "confusion_matrix = confusion_matrix(y_test, y_pred)\n",
    "print(confusion_matrix)\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(8,6))\n",
    "sns.heatmap(confusion_matrix,ax=ax,annot=True,annot_kws={'size':15}, fmt='d',cmap = 'YlGnBu_r')\n",
    "ax.set_ylabel('真实值',fontproperties = font)\n",
    "ax.set_xlabel('预测值',fontproperties = font)\n",
    "ax.set_title('混淆矩阵热力图',fontproperties = font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过混淆矩阵热力图可以看到，随机模型效果不错，对银行危机(少数类)的召回率达到了95%，接下来我们画出二分类的ROC_AUC曲线。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ROC曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.metrics import roc_curve\n",
    "\n",
    "roc_auc = roc_auc_score(y_test, rf.predict(x_test))\n",
    "fpr, tpr, thresholds = roc_curve(y_test, rf.predict_proba(x_test)[:,1])\n",
    "\n",
    "plt.figure(figsize = (6,4))\n",
    "\n",
    "plt.plot(fpr, tpr, label='Random Forest (area = %0.2f)' % roc_auc)\n",
    "plt.plot([0, 1], [0, 1],'r--')\n",
    "plt.xlim([0.0, 1.0])\n",
    "plt.ylim([0.0, 1.05])\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.title('ROC curve')\n",
    "\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到随机森林ROC曲线表现良好，接近左上角，AUC的值达到了0.97。最后，我们画出特征重要性排序图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1152x864 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16,12))\n",
    "rf_importance = rf.feature_importances_\n",
    "index = data.drop(['banking_crisis'], axis=1).columns\n",
    "rf_feature_importance = pd.DataFrame(rf_importance.T, index=index,columns=['score']).sort_values(by='score', ascending=True)\n",
    "# 水平条形图绘制\n",
    "rf_feature_importance.plot(kind='barh',legend=False,color = 'deepskyblue')\n",
    "plt.title('随机森林特征重要性',fontproperties = font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，系统危机`systemic_crisis`、年份`year`、年度cpi通货膨胀率`inflation_annual_cpi`和该国货币兑美元汇率`exch_used`重要性最高，这也进一步验证了我们在之前特征相关性分析的结论。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4.总结"
   ]
  },
  {
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    "本案例中我们首先通过统计指标对数据缺失和异常进行检测，并根据情况进行相应处理；接着通过探索各个国家货币对美元的汇率变化、通货膨胀率的变化以及国内国外债务违约情况等，通过可视化的方法对一些历史和经济现象进行了梳理。最后我们整理一系列特征，通过特征编码、SMOTE过采样等数据处理，并构建随机森林分类模型预测银行危机的发生。金融问题的预测一直是一个较为热门的话题，本案例的处理方法能够在一定程度上对金融数据的预测问题提供参考。"
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